{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4f938a16-f70a-40e2-b2c0-5b0404d0d6ab",
   "metadata": {},
   "source": [
    "This notebook explores the data used for benchmarking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "73c334a8-dd4b-40e8-937e-438d99e59bb3",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "93a92eb5-f0c3-4b4c-aac2-8bd77513e03e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import xarray as xr\n",
    "import numpy as np\n",
    "from pathlib import Path\n",
    "from glob import glob\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "\n",
    "import sys\n",
    "sys.path.append('..')\n",
    "\n",
    "from chaosbench import dataset, config, utils\n",
    "import logging\n",
    "logging.basicConfig(level=logging.INFO)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc3948a7-558d-4ac9-954d-c1a0f9a21857",
   "metadata": {},
   "source": [
    "We will initialize our S2S dataset, including:\n",
    "1. Reanlysis observations (ERA5/atmosphere, LRA5/land-surface, ORAS5/ocean-ice)\n",
    "2. (Optional) Benchmark targets (one of NCEP, CMA, ECMWF, UKMO forecast centers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d762c1cb-467f-42a8-9ea0-5d7f8d73d6be",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/burg/home/jn2808/.conda/envs/bench/lib/python3.9/site-packages/gribapi/__init__.py:23: UserWarning: ecCodes 2.31.0 or higher is recommended. You are running version 2.30.0\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# Initialize observations dataset by specifying the training/validation years\n",
    "train_years = np.arange(1979, 2016)\n",
    "val_years = test_years = np.arange(2016, 2022)\n",
    "\n",
    "# Also land + ocean variables to be included (acronyms are detailed in the paper)\n",
    "land_vars = ['skt', 'src', 'stl1', 'stl2', 'stl3', 'swvl1', 'swvl2', 'swvl3']\n",
    "ocean_vars = ['somxl010', 'somxl030', 'sosaline', 'sossheig', 'sosstsst']\n",
    "\n",
    "train_dataset = dataset.S2SObsDataset(years=train_years, land_vars=land_vars, ocean_vars=ocean_vars)\n",
    "val_dataset = dataset.S2SObsDataset(years=val_years, land_vars=land_vars, ocean_vars=ocean_vars)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15026a3e-7892-4ae2-8ebb-ce4bb582698a",
   "metadata": {},
   "source": [
    "We perform sanity check by visualizing the observational ERA5 atmosphere dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9278235e-52d1-4347-8f7e-54e8d8248efe",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize input features (eg. normalized surface temperature)\n",
    "time_idx = 0\n",
    "param = 't'\n",
    "level = 1000\n",
    "\n",
    "timestamp, val_x, val_y = val_dataset[time_idx]\n",
    "\n",
    "plt.imshow(\n",
    "    val_x[\n",
    "        utils.get_param_level_idx(param, level)\n",
    "    ],\n",
    "    cmap='RdBu_r', vmin=-2, vmax=2\n",
    ")\n",
    "\n",
    "plt.colorbar(shrink=0.5)\n",
    "plt.title(f'{utils.convert_time(timestamp)}\\nnorm-{param}@{level}hPa')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ff2b50c-29ee-45e9-8917-a7b7a22028c6",
   "metadata": {},
   "source": [
    "Also, the observational LRA5 terrestrial dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "49d961a8-8d9b-40ed-bf37-6f5982a3c055",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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c5txzz+W+++5j7ty5rFq1itGjR/PHP/6RJUuWOLZ97rnnaG9v53vf+16XXNWZ9wmMe2Xep93Btm3bePHFFx3X5vf7GTNmDAA7d+50bL+7989EdXV1VhvMZeZz3LZtG59//nlWm4qKipBSZrXJ7Xl//PHHTJ8+HYC//e1vvP/++8yfP5/bbrsNYI/uWS64taOr1+LBQ0+CxynwsF9QUVFBMplkx44dDsNASkltbS2TJ092bL83YrQzZsxwzPqLiorybj9gwAC+853vcNNNN7FkyRJrkAX43//9X5588klOP/10Zs6caQ1e+wOVlZWMHz+eX//6167ra2pquvV8tbW1OZeZRk9lZSXhcNjilGSisrLS8dvteT/xxBP4/X5eeuklQqGQtbwraZnmfrFYzLE810Du1o6uXosHDz0JnlHgYb/gpJNO4je/+Q2PPvooP/rRj6zlzzzzDK2trVmz9r2BQYMGuRIIm5ubEUJQWFiYtW7ZsmVA9sAaCoV49tlnufzyyzn77LN58sknOeecc/ZKu03k8iiceeaZzJo1i6FDh7q64LsbS5Ys4bPPPnOEEB577DGKioo4/PDDrTbdfffdVFRUMHjw4N06jxACn8+HqqrWsvb2dv71r39lbZvr3pjP+/PPP2fkyJHW8kzyZD50x7V48HCgwjMKPOwXnHLKKZx66qn89Kc/pampiWOOOcbKPpgwYQJXXHHFfmvb8uXLOfXUU7nkkkuYOnUqffr0ob6+npdffpkHHniAadOmcfTRR2ft5/f7efzxx7n22mu58MIL+ec//8k3vvGNvdbOcePGMWfOHF588UX69OlDUVERI0eO5Fe/+hWzZ8/m6KOP5gc/+AEjR44kGo2ybt06Zs2axV/+8hf69evXbe2oqanh7LPPZsaMGfTp04dHH32U2bNnc++991o5/TfddBPPPPMMxx9/PD/60Y8YP348uq6zYcMGXn/9dX784x8zZcqUvOc544wz+N3vfsell17Kd77zHerq6vjtb3/rGq4ZN24cTzzxBE8++SRDhgwhFAoxbtw4Jk+ezMiRI7nllltIJpOUlZUxc+ZM3nvvvU5fb3dciwcPByo8o8DDfoEQgueee44ZM2bw0EMP8etf/5rKykquuOIK7r777t1OIesODBs2jJtvvpm33nqL559/nh07duD3+xk+fDh33XUXN998c06tAkVR+Mc//kFRURGXX345ra2tXHvttXulnb///e+54YYbuOSSS6w0uTlz5tCnTx8WLFjAf/3Xf3HfffexadMmioqKGDx4MKeddlq3ew8OO+wwrrrqKu644w5WrlxJTU0Nv/vd7xweoIKCAt59913++7//mwceeIC1a9cSDocZMGAAJ598cqdSPk888UQefPBB7r33Xs466yz69u3Lt7/9bXr37s0111zj2PbOO+9k69atfPvb36a5uZmBAweybt06VFXlxRdf5Pvf/z7f/e53CQaDXHLJJfzhD3/IIlbmQndciwcPByqElDbVDw8ePHjoAgYNGsTYsWN56aWX9ndTPHjw0A3wsg88ePDgwYMHD4BnFHjw4MGDBw8eUvDCBx48ePDgwYMHwPMUePDgwYMHDx5S2K9GwZ/+9CcGDx5MKBRi4sSJvPvuu/uzOR48ePDgwcNBjf1mFDz55JPcdNNN3HbbbXzyySccd9xxnH766Vm66h48ePDgwYOHfYP9ximYMmUKhx9+OH/+85+tZaNGjeLcc8/lnnvuybuvruts2bKFoqIir0SpBw8ePHjICyklzc3N1NTU5NQY8WBgv4gXxeNxFi5cyM9+9jPH8unTp/PBBx9kbR+LxRxa5Zs3b2b06NF7vZ0ePHjw4OGrg40bN3armudXEfvFKNi5cyeaplFVVeVYXlVV5Vpc5Z577uHOO+/MWj7mkl+iBkJZyz148ODBgwcTWjzKkif+q8OiZx72s8xxputfSukaDrj11lu5+eabrd9NTU30798fNRDyjAIPHjx48NApeOHmjrFfjILKykpUVc3yCmzfvj3LewBGxbP9qYXvwYMHDx48HAzYL4yLQCDAxIkTmT17tmO5WdnNgwcPHjx4ONhxzz33MHnyZIqKiujduzfnnnsuy5cv36vn3G80zJtvvpm///3vPPjggyxbtowf/ehHbNiwge9+97v7q0kePHjw4MHDAYO5c+dyww038OGHHzJ79mySySTTp0+ntbV1r51zv3EKLr74Yurq6vjVr37F1q1bGTt2LLNmzWLgwIH7q0kePHjw4MHDAYNXX33V8fuhhx6id+/eLFy4kOOPP36vnHO/Eg2vv/56rr/++v3ZBA8ePHjYr2irEaiHNziWSelOiBNC5l1n/qvrCuKDEoL1uy9D014lUCan2+V2XvOcuWC1KfVbsW0vMv7f0FhA2dwQ6Lvd5P2OaDRKPB7Pu40bob6zvLnGxkYAysvLd7+RHWC/GgUeuoZEoUDan5gEf4u01qlRUGOSRJFwrNsfsLdVjYIa9epuefjqQqqQjAhj9JPgb5Wug5v0QTLsHBCivTTO7L+yy+fUZTr6uzNeQFxTUYSkxB+lwBfjtWWTUJKpc+0G6T5aqXPWgBUZ53QeSMlhFKipizfXK0Jay+zLVZHaDsknDf1ZXTIURcs+nv20ShJ8rQdefxKNRhk8sJDa7S4XYENhYSEtLS2OZXfccQczZszIu5+Ukptvvpljjz2WsWPH7mlzc8IzCnoKFOhzznpO6JX+SKO6nyefmgYKXHzhHB7++BjKFvoYfsEK6mMRGp/oC/vj2xFQedYmTuhttPXBRcdQ/m5gPzTEg4d9g/begsNOX4ZP0WhJBFn1/HACDdkfX0s/mHjiMseyoJp0/NalgiKyB1BdCochYN/mk7dHEtlqjJwNE+KcddhnTDlxSdaxVCFRkK6DuSJ0VNvygJKkUE2LxpkGgZaDipZpCNgHfFXoaKm2J6Rq7aNJxdpubMkWBlyyy/UazWP6hcbcrcPQZ1bun74tD+LxOLXbNVYt6E9xkfs9amrWGTZpIxs3bqS4uNha3hkvwfe//30+//xz3nvvvW5rsxsOKqOgcThoRRnmu+3FCm1ViWyTNI4ALWLbLmWlqs0KJV036LsHElZsrGJ7S6G1SNMV1Bgg4Nm1h+Kr8yF0+HRDf7S4QsX++mgElATa6eNvQENhQE0dGw4zUk3VVoWSVRxwH7QHD3sCqUB5oA2fohFWE3wyPInamj0waGGd+esHMrzPdoYV7bAGQPtAaIciJM2JEO+tH4Ku5eaFhxqMTqp5iE5hRRt+odEr0OIY/O3/V13cGG6GQqZnwDQI3DwGlrEgzWMbA76OMG6QeW7hPLdCesCv8Lcyv34ga3ZWZLVFCIkQ0Lozsv/6tk6gsEhQWOTumtFTg0lxcbHDKOgIN954Iy+88ALvvPPOXldkPHiMAgGjjlrL+VWLAFyt1t8sOJXwjiBTjl3G8WUr0KVIW73oPL/9MLasGrx/BjQJ5e8EgbRFqZgrAF4spSS1vPSt/S/opEsFDYWEVLmg7ydofQUqkrfrRrB+zTBEfg+bBw89EroUBJUkZ0z8zPiNsAY9Rei8vXE4wZdKWD29kmFFO/Iey+x76uNhInMLUWP5Oh5JtJdg+vGfUuSLoqLndO1nDuj25W5eAPv2+fa1PBoYYQxNprdXhHR4DsBpHGhSsQbMJav6UjHPn/NK93/vlh8JqZHIUVIoIbtGmJBScuONNzJz5kzmzJnD4MGDu6OJeXHwGAUSVswZwq/Dxk0tHlXHjcPnODYRQiJ0mP/mKN7vO4xbj5rFX1YeR/OXBqnD1yYo2D/1o3oWdPhyzlCWhIakl6Vum1ao0++CWjYvqaJsiacu5mHfo+6oBIGiOAVvF9DaD4JjG9A/LCO0o4NvW4Fdx8YoKmkHoO3LUorXQMPxURRFMvv1w7P3kTji+YkiHc5sZEyFYRAoQs/yEihCt2Lwz356OMFNAQoTkuYhUDi+Dl1XHIMwGINvUTBOQEkaA7FQ0Hajq8o36NvhGkKQaVe/2T4NxfJK2EMF5m8gy1jo6dCR6DmuJdfyXLjhhht47LHHeP755ykqKrIE/0pKSgiHw3vcVjccPEYBULgh/UDqiktZ0rcvkH7h9agPJBStg7Z4gC/G96V+SwkVllZEz3lppQ/iKReWkBBocic+7S3Y77Ud7VUqY6dsZVNFGbEyp83vawM1bhAldTV7XyWxf8mTHnoOdD8kCwS+VomShHixQEmAr00SLI7Ru6SFFlGAFpIMKdvF0tJS1KjA35z//RrQZxeHVWwC4Pnaw0GoDK/ZTkzzUbcw0mEXkYwITsggFdoNAx3BlrZSiwsQ3BSwviUtKBlevpOkrqAISf9wvYNvYBzL+dt5ntyN66wxALk5BfZ97IaBfZkmFbDzJZCWcRDTfWyKlkK8Z1cx1JFo3WQUmFWEp02b5lj+0EMPceWVV+5O8zrEQWUU2FH+icobXxzlXJZIP7BIreTdhyZTnuyZg1BrjeDy895CQdKohZn12NEEd+3/awnvkMx7+HDEUe1ceMUcy2WoSYV/zzuKss9Vhp+/gkOKtgFOF+OsjWOQM7NjjR48ZKJ5CJx90oe8OHsK4VrB+AuX8vH6gRS/ESHyViHNShFqXFKyQrB+7VAKpu+i5PAozc/0QSRzH9cg+2XWbBGMKa2l9aJdQPaM1xnX1/G7xc6EhobClvYSVj0/HNVwRlBo65NKVgiWrz0EJMTKoOycTwirCXQp8AvNwfTPhUwugTnAm4N45rXmOobdMHDjJziOIZxcA11mW/yKkHze2JdNzwymPL7/+6k9QULqJHJcwu6ED/Y1DlqjQCRBzTfg6wdmGl0yImgclXS4JNUWldLlOGYpvjZ4cvXhCCFJJlX8+VNndwvtvQVtA2w9aCdvl5CCAb3rKfe1oqUuRJcK5f0a2EUp/SINlPvSil0mAznoSxLtttbna2CKlFqQ/QGrLdlk00SRoHmoBgJEUlCyXKDshfvtofPwNwlmrRmDv8nwEHy4djByu8HHURKgByT1YyTG+CQZXdJIsT/Kh+OqCNWqRLa6vMwSNq7txZadpQAEdhiDmxCSsBonrMb5aMcgauuLmDp4NeWB9DtsDqSmUeE2o39/6xB2bi+mrFWiJLJPLzRQUzGBQLPgjeWHIFRp5OsJmZV1mKUhICRTB6+mV6A5q12QbRjk8zp0lqho52Tl2w6gNNDO0pEa4S0q4W0HXt/bWejkdsr2BAmGg9Yo6KmIl8DNU18josSsj/mNulGsWTHCmUmxU8JLBvXQSAbs/o+sbWCSX0x9IYuRbI8jmrDPLExyZ0KqaBhpVppUOG/g55AStGzTjVab6UyK0NFyzFy6HQJGTlnHcRWrsla9tX0kdav6O25ntEJy9dS5KEjqEgW8vulIgj18ttPTEdkqYWsh5oPKJN8mI4KTj/2UYp/TzDzvqPnM/OIwIltdUsQkVMxXgfRMV/qMQc7kAGxc3YuyxSp1NRF6BZod34KKnp41p2B+Fyo6DUsqqHDKAuSEr1VSNqdrlDvpg81VJfQKNDsH5tTsVUPJGrAzuQu50BnvRGaqogkzfDAoUsfQ497jn/OPIrwtN9HwQIeWJ3yQa/mBBM8o6CkQ0HRyK6P7bEMROn9ZfTyNXxiudDUqKNC7/2WrOybBwH47000QzvzmQwt3WbMf41/FmvnHpPtHbfcMWMts/2/TAjzx7lH4WoxlFRO2c1bfL9CkwsTKTSy80L2tDR9VUbDReQ/qjklQ3afesazp3aqOZyE6rH5rMCtCgwAIj27goiGfpFZlGyaRbYJ/vnQCYIRLCzzew35B3RFJqgfsyruNlIKmD3oT3iGZ++phuGUCyl5JxHl1ANQ3RSh9O2xM8RSonxqltMTwACgCdF2wYuEAlhX248Ij5jNuzAa2DyqkX6SBRfX9WTtvACWH7WR63y/RpeDjnQPZ8lEN5RO3c0L1ShQheW/bEHYuqEIbEEM7pA2Axo0llH/SvbF1ocHatwexrKYfX5/ycV63PxiDuZrxumfyCXIdw27sgNMLoUvVykaYuXY80WWlHHbcCsYXbzZCKz2bUkBCkid8sG/bsjvwjIIDGFKFeInxIUkFJvXfyBGla1nWWsPOLSVUWG7sDt40YRCt7KE8oRvkQ1013N/WskaJ7jcUCYvKWxlesgNF6JT62+kXqMcvMoVWnAaB/V83aBnLMwfZhFTxNyoEGo3lrbGAtU2vQDOn1TiFX0w83LsCf7Pzde5bs4vTapY6zv1YpHeuu+RAwWYbKbVPxGq3X9GIlQkyJjuE6oThxdVB2R3at4fdhkkqLK9ptN6PFi3I1mgJfUKNDgEegEd6V6BGVfxNzuMoGvibJHWVglP6fgnAokh/dogB1ltaWBhlZPkO+oYbUISkXfPz1geT0ZoN47hXsIWAkqQ2WsyWpmIC9YL2uGEgK0ISTfoINAiicb9hYEudaMJHsF4QGdfGcX1XA/BmcgTxtYanT+gYBMg9fa2k+V770KWwBnw34mDm7B6Mbz2XEZAZesjkHZgwPSfm+aNRP8F6wcbmUkJqAr/QIdazrQIdYU1+3NYd6PCMggMYsXLBuZe8S5FquDhL1DbmNw1m4WPjKc+bs+yE7ofRF3zJqMJa66XcES/ivccPp7235NLTDdf3llgJH/57Aq39JJdNn8ujbx3HgtcPBaBhXJIfHv86pnaxyZh2MwTMnONcBoC53KEDkVI8CypJTj19gXWssBqnTUurIeYSWDnriE9ITlYdIYZCNWbtq6GQ1JXd61ilIKYb1z2udAuDvp57NtqUCPH506MJNHqGwb5Ca384/uTPKPa1k5AqqtB5fcMhKK+XsfS0Ok7rvwy/TTv3vGPmEzsq25O1sqkXO/7TH3DK81rQQX21lEV9yuhz5odZ72JQSfLWZ6Mo/cw4drS/ZPrFCwmraYLJ8dWrab14E2E1bhnUx9WsofXrmynwxazB9Nj+a2i9IIgidLa2lbDzmf4d6BR0ASItNqRL4dBqySQsOl39uTUM8vEOzOOoAhSZNh40qXDeyM9pH+bn9Zcns3ibIXDWU8ndJhJSkMgR6sy1/ECCZxR0gNb+gmhVktIlPnQ/NI10zpR9jSolnYwDdhVqFJ5ZeRiqmv4w25pClLd3Pr2wZYAgVpNgSGQnlX6DYGTG8BGAApW+tA5306FxCsvaqPS1EB7YTEOoAIDiPs3GQJ3qJBK60fFpCBKpAdM+6GcaACYyBVLMSbW9YwqrBsvKPisx97FPwu3rC9UYmYxoDSWL75AcHGVXScDSqHeFfZ2Ayt7pKaWKTqmvzfqdOTCElTjNo+OIaAbDOpPzlRCULhd5me4HGmLlgtZBuVWnRExQ+qUgWiFo76dRtFLtMMWvO+BrEby9erg1BxNCom0LUxaT1K8p4z8th+cs3FNT0cixvY3Zeb+CBlYcWkNpn/Tzrgy1sOwwjfAWH5GtBgEw0AjPf3mokesLaAOTKEXGO1tc1ULjyBJKlisEGgSvrRzFmL5bGVuyBTAG3VJ/m/U+quhElDiRQDz9/urGNxBUjJdDDyusHqNBUiCksw5AaIfiTorMd79a4ZllhzGsegeHlm1GlTob28tYtH4AI2q2cVjpJlfj2zQQMr/pfLAMDPMDEDqzNoylucXIsRdCgpAk+iRIFqiUfil6Uua3K7Q8noJcyw8keEZBB9AOaeHmcXP5y4YzSBZK7pj2HAo6euoDfmLLZHauHLBXXmR/s8T/aqFjWVfVvMToZm4d+6b123DbOdOizBe1xNfGzVNmW8uvG/ke2ki7mpmSJgnqPssb4GYA5NNJT+o2oyCPjrouhEXgsu9jQUlvmy932r7v+aM/zWJV23O8M/OqO8uyBqPTLPTF+ObkeY7lbp3o5mgpn6wbh68HzYra+uhcfdzcnOu/bKlmyarRtA1Ics0x7/Bo3Qn4m3Nu3m0Ib5eE33QXcilbLIDcIi8bDg9ByijoE2rksqOMZ2e+EwPC9Vx29Dz+/ckRRLYaXqdAoySQIi7qfqi5ZB3jSzajoXDGwCW09Avy9ubJhHZKQm+GWXpKFYeWbiKREt8wXehZ75GZsicESGNmraFQGWzhzCmLUu1yvkuzloy12tVZBOslwTfDrJzWm8PLNoIC6xrLKX07xMoTe3NYqaHDoArdkV5pfuf2OgYm3MjFJgwvQfpYbZ+WU7LetoEC/S5fgyJ01q/o+Wqnbmmr9nUHOjyjAIhVCCpP2UxA0RwzCkVITijZSkSJMe7MLwkoSZSMF//YytV8cJkz7mZi7bwBFK3pWlsaR8KQiRvZ+NYAIrWdGzCivQS9TtqMT8n+KOvWV3Hfi+dw7skfMjS0PWt9wSbBn587HTDEUb5+0gf0DqRnSlZIwJYlYDcGEjaVIbeUq3zI15EY5zaOlcwx4FuDekpWNXOZ23lyGQD28znOgdO1akdm52gPi3REyCrxtxM+fRtJTUWXBmnN2Nf4v/keNrWGKHizkObBUD5+h6P9mYI1Qkh2LO1F6dI973haBgj6HL3Z+i2lYEik2T3HPoVBkTq2nr+JcQUNFKpRRk9bRX0sYu1vXF/+KnubFldTslzQPr2Z3sUtrvvkQmb82/y3KRpEfb3M4X5PFAp8J+/k8NJdWWz459aOJ7q41NiuROeCYz9myoi1rK8uy2qvAIYV7eCLphqWvzOYyPh6pg/4kspTNrN+c6VVCKwxGealOZNQ24zZfumkHZzYZwWKkMypHc6O+Ybr3Dx8fFCMS8YtSH9TmO+UU+hoT9LYI5+HeWbdMQgJ8RJJnwu3cVTJTtu7paDYnreCzDIM0p4AzbqP5jtiGgF2qWdV6IyetorGeBi/orFiaT/KP1FY8cZQpGCvEKb3NeKoxHP0WXHPU3DgQgsLEoZnnGil5Kw+i4koMUderb2zOK3iC8sg0G0PvF9gFxdUN7AhXkF9IsLISK31UdxT3Ydok9OKDzRJK4ddCwqShQa5SdEgVirQ+7Rzdp/P+J+qvqgJF1k/F0R76ZzVZ7Frh33/1hPxNwasmLgJ8+NWEtIi9SXDzviim0GQkKrDM2Af/MxBVUOxFUVJI7NDzZW7nMvLkMuAsM/q7YO4fTDJNAzcjJZMxnSWtKtIk6QsdTaXtiRcxFkyU9H8QuPo3mvzekoUIVnfVs6S8pEkeseZ2ic7RdLeXkVInqgvIrYtkr2RNGa4nZ2FJSOSc2o+c7wDHaHE18Zp1UtQkahIjq9Y6cwycSGgKhkD8l93lhLdGWFS3w2MKdza4TkzpXIzl+sINkbLeLeiDDWWvoZ4keTMmlWOlMQ2PcDa1gqam8IUNBtubOk3jjOsYAcjC7e5nn9NayUbG0oJNBsEQr/QOKbXGqQU1JXXEAwmies+IpsVfG2GYmcskf4eG9tDFK1zHre+KIBf0djQWk5LIoiOoNAXo3eoGbth4AsaxFc7fFFQ2zseXIO7JMF6g4ScKJKcUO0U4NClMLx1Nm9BpmFgh72w0a5kAVujxehSydI+KAlEKQu0E1STLA/1ARQiW3q+MWBC5vEUyE4auPsTB61R0HBYnB8e9QYx3W/IiSoJa2BJa3GnX3odxWEMZA4I//zwaIpW+AleNo/hYaPz+OGRbxA7wklo+vsrJ1OSkk1uHKnzrWnv8O+XpxLcJTjh4vlUB5pISJVvTX3XGlzcPj47i9X8GB0lSVMd8DXjP0AfLyiziQHZ0TwQLj99jvW7SI1mGQMJqeYkD2a67hUhUdDctdJt2ujmv24a7p1F5kzZzh8wZ1iQnrnY3bYOAyYDbsaItY9pdMj09Wa2KZc3ojMFZ6xlqChIasKN1Fz4MX6h4Rfp++pXtLSGg21GdsnohSRGqWm9+dQ1t2hB3vqP4dLuFIQkJBJowsgs8ZNtGHQ0wJvLzPtvv48Jme567GmqV4+dR2yMj0I1ioq0jqkiXc/vVjvA/o4qSPqH6jnr/A+sZWY7TAKvieUtVax4aiRyTILpF3+Yar8kouZWomrX/Hz6yij0gOTEixYRVuLWM5pcuZ72r28lrMZp1Qzdg9b+cNJ0Y7tcxjNgkAGRfPj+KIpT3sb6cRpfP+pjx7t0yvAviQ0xQ3nGed/97JCUnkLH0H1QdcZGRpXUGiRN23sDBjGQjDCCCfP9A6dx5hcas9aNxv96SYfnL+/hoQI3xKWKPwfvIu4ZBQcetLCgYWySQQN3UKq2EVfSt8A0CDJDBI79czzsqv71bAuUUOJr5/OW/ry5boTrdsnKBHXFxjHKahopUqOow1tobQ1Q4W/FryRJSDWrw7J3uDnT/UwL3vYBh5RE1qCooRBR4rQcGqWgKEqJjTiX69i5rt1MqzKFTzIHauOYwhFDdaicicyBxT4r0az93dbbYXcX2w0Cq+0mUTHVEVsDdgeyoyZZMZPgaB7Pn2pjZ8rOmpXjcq3P3Na8Z2ZKnU46jczskA22uOnZUPCrZnvSy8BgxrePbae11Wak6lD6hc9yqzcPgXgvg9xW3LvFulZVpJ5vZiM7cDvYt7cL+GTmvpsZLarQUFSdCDHbfmnDgAyvhSL0lENdOpb7hZZlQFgu7Yz7YrVV6FQGW2gcl6BXTQMVfsOIthvfdv6M+dun6ESHxRA+3apOaD+nksooCChJmsfEISl4bfkoxvXfwtDCHTy3ajzJzREypZKCOxX+teQIK9W1cZRGUU2z9c0owiAbhxWjCNLsdSNJJlWmDV5JWU0juw4tpXiliq+tYyMw7EuTGu0pg/Ywgt0wsIcH7MWM/EqSxmSEx1ZMIr6+kGBnVT0F1I+WIDCKpMnUsrESvcD2julQutjfKS/I/oSOcEwgnesO7LbDwWYUCIgXwfXHvkmREiWq+zv0DkC6upcbuQaMju7qwR/AYGP5q1tGU2ASBDM6wJLzd/D1AYusWXhU93PFyI/T5zTPIXTH4O48by4Si2mta8a+ZqaAVLGGgtSuESXOjya+6TiWXXzI+m3jEbjBuG+2GY9wsv0BV66DQ+XNcW2K02hItdn0grjJpiak6gg5GDMpm1cnU65VKPhStH83zff09QubsaGkBxR7iIJ06CKfF8C8B6rMT4o022QaBI60sIwqc0pqwLTek4yZupVlgtGRf+ew9xzb70oW8Pza4zDT+INjGvjRiHeyyJbGudKds/XsXNjoHXlCTKPb/j2ZOheK0B0Dv4p06mKYh7G9p36hWcaJ5VlDZnk27J2x3ahIX5NkUKiOG4/K/iasa0y1z+4xU9G56NCFjvvidh8K1RiXTfyIWRtGo7xQzuozKugXaSA0rzA7Q0MYtVcitWFAEisVnHnUIsr8bUYc3/TEmafQQf+8BH8M2gf4ObLPeuiznrm1h2Oz93MiqSupPiL1jIXi+FaQOrpUCSrJLEPU7sEJiSQbkyGCc4qJdGXgFnDopNUEVI2VX45EaIYH4/gjlzC1dLllhDRoEf607izC7Z0/9P6Al33QUyCg9dQWJtRsokiJOpjlbgbBh83DeOONCQgddBXOnf4hh4TdY5y5Ovm6YxKMHLTVGFRTA8y4si2WO96EnYiTWV7U2iYrtc/4kDPJPMasLj2QWQOFGVrICDHkgp7RPhNubbMMA7CMg6zZIOkB3S80q2PNdH/70VzvgZKHURUUScsw0KR5HhshyxZGyExRzGxb+vqNATF9bOe25v7mM7APoD5Ft7gFlrGiu5/XfsxMjoXZCZvnMO8bZMzShM7i5n68+9a4LjG3hYSCJptH58MyfrvybK6YPpfPGvuy5N1hRttDkqtPeZsqf2PaELYPqPZnJV3CXcLI1jENzDg+y1Wd9h7ZB1TDqNNJ3V8XYyd9EZplkKk2j4Gaul/GM1CsZWAMZGqOG2X/JuzbmWEKK1SXMgx1IRzpwW6FghQhadGCvPT2JPSgpN9FtUwo3U6xr53eZ21k1boqKj4wzPZkRBA4bQcFgfQ0u1JNUuZvQ0Gi4fSGmf+vOW4TWxuK+fj1sQZZUUK4vuOBWUnCujcHsaxvP86a/InxHmZ4z8xratMDhJQEQSVBSCTZlijmidnHYjk1BShJQUFX9RR0+HL2cGIVOsMv3mAZw4cU1BKXPuLSh4rxHXSCv7zfkZCqO68IT9FwvyJeItCCaTavFDChZhPTK5Y4BmS7QbApXsGWWCkAyxqq8DcZTGHdR86HbMLuNi/wx2moFPSt2cUZVV84NP7B6YZUkK7xunxeAnucP0taj4wB3eZ5yLed67ky+QM5YouGWzvNRs4s+GIXKLIGs1Tb7eRINXVOk/Hs8M64tN/eTtOtqtpCGWZvbZ/lm21ycDLy9DRmJ6mLji18RxqjUBxpqvmMAXDG2+0egkz+COB4Bobhp5GQCv5mgb+FTrmM3RDaIfE3Cz5p6M+GxlJ8LcZ5zUdkPDd3IzqXu9TwCqRDTA7BHOHigRCAVEjYrznLQ+cMk3XkebFv68Z7gOxvIdf3Z1679UxsDHwzTGbncWxoLUcROq2JIAWbFGLlkt6RZurjYerjYcqCbaghDUxfnoDycBvlQecUf3lLFboUJHWFmnATBT7DvbMjXsj29iJGlmzHr2js2FLUNe0LmaoTgY/lI6qoijRRHmizQgh22Mm166IVrGzpTdF6keHO3713L7JFIpIKfSJNBJQkulRY1dbb5mnTaNf8PSJdUUfJ+U564YP9iIrTN3N+zac2t7NOSCSIm/HLjJCBKiQPLzmSwncM5nZrX7j2stesQSuSp+ydnaCTkCqnVi2l+dI1hJRETmPCnqLjWJ4RNrDP+q00QPsxM2bbuTgPXREcAad3wM0QsA/mVntE2ktglwXOjD0a15n9dWfpJ0gFf6pcnFs814JNLU1V0kSpTJ6B/b4lTP11l87PDlPjwB4iSOpqlpFhekZ0KYhJnzXTT+qKg8thXastPGD/bWaJOLwGKcOgRQsSVJJZ9y4hVcYVbWbwJXX8c8FR1qxzd6BGJRseH0LjSMmNl89KtUVSlKrlm4tzY2p3RKXfMBxss2T7zNOcuatIw7glbbSFbKUBNS3iDNm4eMp0QNPTXgH7LF9DoEnVWGfj1djJnonUekXoVjsMMqczY8K6RtszD9o8B/YwiuntUpC8s20Ybc9XWeOkPyHxt8Cafw93XEuJ7Xb6WiXbnxpAdvJwCgK2nbONqVWr0FF5f/VQSt4PET3PT2QPSqFGaiU7/tOfNce3c8bIL6xvxc6ZMfvMhO7juXePoORLgdqNU9/wDslnj4zNu02wB0y1TY+Y+7oDv/3dbhTcc889PPvss3z55ZeEw2GOPvpo7r33XkaOHGltI6Xkzjvv5IEHHqC+vp4pU6bwxz/+kTFjxuzx+durBG1D4xxRus2qJJgZ68uMY6+N9eapVRNgfcRKFxSaoERtJ5Bhdju8DLbwg+ENMEldCSJKjKj0Wx2PHY64cI6ZS2bhIDf2vzmrNj0GboO3Gzqrv53rxc7lOs5lSGQaBG4hCGu/PPfG9CQADs+B3cNgzugVmZ5hJ1CNsIYL38E4j7PQk2u7bBkVitAds0PIdhu7ER1XNfdi6fo+xjH8OqcNX0axrx1FSF7ZOIqWthCnD1tKRImnj+8iDFUbL+bVlaPRpch6koHaPasuJ31QP16jvH8DpWonAtIpmNkE9kwD041q8i7M5Yg0f0WzwlrOjtQIlaTDAXbjwBHnh9S7L5ykRDJ4IHZegy3c4Pa+mYa5hjCIjLkM6gwCJELn7dpD2Li9DCFA3xWgPHOclriWRbZDSRjaI62DXMqSC2ioLePJHRORUuDbFESJw4YVVUifpCI/bzY3Uu0SG8K8qI9j2rCVlPrbnMRfIVnS1IdPN/YjtF1B6e4BWvKVKDnuhQ8yMHfuXG644QYmT55MMpnktttuY/r06SxdupSCAkMY4De/+Q2/+93vePjhhxkxYgR33XUXp5xyCsuXL6eoqGiPzt/WP8kdx7xAXPqs2WBW+dIUzNj1uvYKgrOLCds5TRJiut8Klds9ASb8QrNmt5qukNCVVIeiE1FiJDQfCdxj95keATvcvANme+1tBycfwfy/26Bv36YjZPId7Pu7GQR+U441IxXMjiwXeB7DwPW+2DpsXSpZLmX77FlHGM/EvHe6oTFg6a67ZDxkKsxZMrSpZts9D/YBziQdmt6DzGOYM2OANTsrKH/H4JknCgVNg4MU+9pRhU7T0grC2wXJISpBn3E/2/SAMySRurYNreUUzYnsFYlkLSC48Mj5HBLe6uB22DU6zFCBXdnTvD8RJZa6b5K2ZDDNCZDpTILMmhnGcaX1vQJWOmRMTxs5FnnWliKbHpA169uzOB+2Vy4hfTZynG4ZJ6rturRMw8I22OcyDMxtzdnh+tW9qVjQuXTAfGiv1rnm6Hds7U8f84kXjzd0DWyfiVVRcQ95bMUrQdsQpn5AmPJAq4M/owqdlXW9KH0zzO6GCQ4G2OXVs9cd+Pet242CV1991fH7oYceonfv3ixcuJDjjz8eKSX3338/t912G+effz4AjzzyCFVVVTz22GNcd911e9wGewoepF2eueKehxZtpPXyAAs+G0b5ImOb0Hb44zNfI5dnWfrhvFPnMSJUaxEJwXRrKjTr6U4m0yiwOhIb+cn8bR7DPujb/+92rfYBP3ObNMMb617Yl+c6biZMg0NzdJSqY1lO8hlkMecz4/y5DCQTfsegnz9UYoeCTGvIp+5lZtpiUldIYqSXZbr1zUHZb+XsO8M3QZE0jpcKF5jkNjDSQf/1yZEE1xiGgKGTkyIjtksWzBrLe0NjXDHhQw49eiVtyQC9As0WofCpj44gtNX2iZqE8ARE9lIlRl9U8tLzR/HM0Ci3TZ5lLc/8dty+J0VIa1lU9/G796cTrM3dxYQPree64e/ym7fPRCqSm49/DT9JFCEd99hOIATbu5B6p/xCIyQSlpEOWPfKfEdMYmBmeMrKxxc6/gyPot04yCQm2r0IqtBY2DiAz98cSXE9dMeAKYWzrfZvfMzxq1g5pheBV0schmGsTFAxfQsblldR/mnXwoV2qAnJl68NZ5kvHebQQpKvTZ9vhec85EYiNSF1X+dlH9DY2AhAeXk5AGvXrqW2tpbp06db2wSDQaZOncoHH3zgahTEYjFisXTuclNTU+4Tpu65gk6rDPJ5Sz9r1diCLZSoZv6x01VZGWxF+tIseqFL1PY87PyAMz5pdiJpxnu6s9FsL0i+GbK5X74UQBP5XPD50FVjoCPYPQm5Mic6QkcGQS5RHPM+dTZsoqRmmqoAdCxteXC6lx2peLaUwFWtvWhLBrLqMOhSIKXAr2r4hE5cN2a8PqGj1gYcZZhNCAlqDGTcONbhJRtJSJVlLdUWqzy01UfBpn08s9ChYJNECwb5cORQx6pegWZGhGtZ1l5Du+ZnbMFmAiKJJhWWt1XTkIhY9y2mq4Q2+V2v3URdVRHzqwYT3mSQDj9qHMzQgh308TfwScsA/EJnZKTW2Tzbd9UZmM/O7oWw1tl4Hg4PQ8Y6N40QK7xgC0+osQ6lGzqGAtFygSyOO3gSZt+iApNKN1Doj7Ggdyn+JvC3SGJlgmhvydSqlfyrthyylA+6AJ0siXUtJFhcX0NTS5jS3T/yvoEC0QphFK9q2Pczcx0c1Voz1x3o2KtGgZSSm2++mWOPPZaxYw0CSW2t8ZFXVVU5tq2qqmL9+vWux7nnnnu48847O31ev0iiorAuWsmH/55giLMIqLu0gPN6f4ImRdqbIAWLmgay6NHxVNhSadqrBFdf9Jr18bsNXBElltWJuCmsWalQHaRBJfTsx5HLS2AnOGUOjJlWakeufPs2uQyFfHyAXINyZtt1k/Rpa3vmfc3mEaRniZklms2Zv4YzM8Jekc2UZjbXm8/dFPmxtzGq+9NuvxQ5zkwLjOp+Pn/1EMLbu9bJlOQYJJJhwbhzltE/Uk9QJAkpCba0l7LsP4egRqWRLriXvAGdQfEaWLhhvGNZwzidGSc9w9NzjyS8VaHi0lb6BBrQpeD5t6ZQvNp5jIIOij1VLPDxySfjCKe2W/rPUSw4sT83jp3Duy9OIBmRjDx7lkEENPkJGd+WmYVjbGN8P3aNA9N7YApQmaEls0hPplS3w3BwE7ayfR72lkwtX8nhl2zkbx9M7bSaoBsSBYJpFy6kf2gXpjiTCdND5hca44o2M/TCnfxz8RTK5oSomL6FqVUrjXdf7/7ZqBqVNPynLyUHvvebZEhw6kUf8uGOQcT+U9XxDt2MTPXbzHUHOvaqUfD973+fzz//nPfeey9rnchI8ZJSZi0zceutt3LzzTdbv5uamujfv7/rtqFaH7d/ejZSCuJtfsqj0nKxLVwyhLUN5Vw/7B0giY7CX9Ycz7bNZYZBYO8DhCHG4beJ3GQiU1s/E5mzCee+LtvbXPsmN8AuXGPt6xIi0GzLM935XfUIdGbm7UYktNZlxP8zu0i78EnmLCwzrOAm3QxYg70F6UzPzLwGk4yp24+XZbw5MwS2xkp4Z9UwQwNfFxQ1sUdx/FiFoGVYAiSIoE6fUCMRJU5Cqjy3fjw7aksob5cHRjllF0JcaKvKXZ9+DVkep7VE8OiSIxBCIqUgtFN0nXimg90brSRAW1PI7/UTSA6LUlTSbnBzpIqOkakALtwaoRPT/QSVhJWJkAnXqoS2dZ1Ja8y3rSJ0itQo/QfvYKOvwrEusiZAeFsnvVlxo/LhgJo6zu37qbU8s7/YHi/m+eXjkUmFuilJDi3eab1LA2rqWD+ll3G8VjWtEriHOCDey04irCYYW76V148tI7IiSGDTvjt3Qqr4coYPDnyraq8ZBTfeeCMvvPAC77zzDv36pV341dXVgOEx6NOnj7V8+/btWd4DE8FgkGCwc+6wgo0SNtrKDSukcp+hYoFK28ZKokP91uyv8ePeVGx0f1AmScrOJs9knWeio3znTHegHdYgmprBOAY2Fy5AJu/ADGekyZRp17i9Q3QVR8pDKHS0MWN9LjdupnfEEn/pIPMgU2PBrYiOax0G24BvhgnSxzGfldOQyHymBjnR1DFQWddcTtnckM1Y3IMPWkB7L8k1R77rUBlMSJU2PUDD4koqVnZwjP0BkfrTU/nsWwsIXrSNyb02MOfhI2yaCN3T2ZWsBH1dAROv+pxjSlYa90jL9hJkpqdqqXRCv5LIVhaUtqwI23dk9xZkav5D7m89n2FwUb9F0M88t7Hf7+PTCe+w1czIc6vUmKT83QAbDq1C7ZvNRzJ/b42WUPBeAQ3jE3z36DnpNiCZXr0MqpcB8MGuIdQuHXTQ8QITUuWo4tUcddRq/qvx/H1qFORPSTwIPQVSSm688UZmzpzJnDlzGDx4sGP94MGDqa6uZvbs2UyYMAGAeDzO3Llzuffee7u1LfESwaBz1rB4ZT8qPvQT/VoTx/RdR5HSzp/XTqX+4yrCOROCDRjiMOnfpthKpjyuPXzg2DcP0jPp7MHfhJuAkJpjOSiWrn+6DcLxr/H/7FLD1j7WLN5+zdmGQDrvW8nquDKv0Y58dRvMdf7UfkElQZsecHgFzE5cJy1B7Fc0V7Kj+Tuixh3r7cfTU6Ekk9z2wqpxsNjIgFESEO6GUq5aUOA/YweHl+yiTUtXzUwIlTe2jKTxw94U7IIDsefedXyMAdW7aHyhxhKpaZxTzev+aiLRvdNeJQnvv3gobwwczT3HP83/WzaNxPJipp+yiIHhnWnyrI3DokklFf4RRBQjHu8qO9xNTXaT5wanYWt6Ck+euITNo0oAWL65irK3Q506Ry6DQJcKgyJ17LpwHYeFm3MONPZv5GCDQcDePxF8z1OQgRtuuIHHHnuM559/nqKiIotDUFJSQjgcRgjBTTfdxN13383w4cMZPnw4d999N5FIhEsvvbRb2yJ9cErlMna0FdBYXcWUmg2cVLrUEKDRVJQ4xEvBLY8nllG+q6NZLmTPINy8AR3BLVvBOp4t7m9X+7OnIWa6SN20/TNzjzvVLqE73P720IiW4wMAdyPALesiSzBGKhZry5FV4eYlyAE3T4sZZrCnJjqMKF3gS0Cw3ojrt/cW+FsNUZndhVRhQq9N9A/V06wZA4IuBcubqthWW0pFHjLe/obq04n44zTYXqHQjr3cXml4JaTq5+3GQ2hvDhFICHxKqlKkULIUMa1vIxWC0knrUtgL/Njh9g65eQHc1DnN3x1BRTKmcDNjCjcbBrSusKlqgHObqFHWOnUhtFcKKM721dv7hiI1ytTKlTmvw0RITdDWW1ivf2jXARKe6i4IaO8lrOhqsNH41D9t6Me2cDEAekinrWrfGUf5FQ0PfE+BkLJ7TZdcvICHHnqIK6+8EkiLF/31r391iBeZZMSO0NTURElJCeO/+WvUQG6rO1Yh+M63XqZEbSUqA4RE3JBcBaK6P0Ve8mUJBYFzNmxfZ4YT7MgceNOMdvcB0Y7OzJwhWxoZstMV3bwH7pLO0rHOEl+SaXXEzOpngBWvzVSZa9ZCJKRKSElY981cl0V6TBlK5nHsZZpNmIRLv5KkTQtmufzNjICErqb2VSzymL2csN1rkJnRYZWDziikpAhJUld45dkjATj9/A95dtFEKj7cffs5GRFMueITyyjwC42t0RIWPDkef0sGl+UAg1QBsZ/iycI4f+zUJm4ZPZuQSBCVfnYl0+HBQjWKLgVtuhFezPyWgzY1QxXdlW/ghkwxqo4KPdnX55sIJKRKVHcKTP1n7QTUF8qM9UWCqZfPp39oFyGRdHwX+cJpjnZlhFZMom2bFmDWf47qMln2QIYWEhxz5ULGFhjxgd+8dSblnyjYKnPjP2cH3+j1DjdP+oDGxkaKi4v3SlvMcenuj08gVOjeX0Rbkvz8iLf3ajv2FHslfNARhBDMmDGDGTNm7NG5Go6NokQgvCRszV7a+ghiIw1J1mDYUBZUhaRAxBz7hpQEfplEJ5HFQAYcg4UJu0FgT2XqiHBoR+YMOV+4wU3Rz9rX5BzY+AdKKr/dPkPOJSdsbg/p7AXFluedmSFgii25eUsy+QVp17wztqanevmEVC3GvXkf7OfRRdqoUoWeQZRMu44zYa+bkL5+W3ttBlSad5AOJZgiQX5VIznWSF0Nqwn69q9js1JubNPso+yLrhG3lITk9c/GUlbVxNcGLGXWhtHUby2mrP3ANgigG1Ls9gTSMEZiq4q5O34apFI/dU0wcfAGji5b7RA3AudsWpOG+FFCpHQjUtkIdgMwE24GQOdqKzhTGHMZBn6hWZkvJnyqTRFfGO9cKIcVZgo4mfVP7LBn32R+0woSv08jcWgL0doIZYu/OmGFsBq3RLMsLY+koQrZNjrKKZWbKVBiuQ/QzUhIFdULH+wf3DZpFoECP3fuuJBQnfE2tPdPcM8RzwGd+5g7C2cVN5snQGTHF611HSBTlCUzHunY1hJkcs4CjHV2EaCMducYvcxwgOFuVdPqhDZioNkGc1Zv7/js1+cXmpVT7WYIWJXlUrPzmO4DFVSpO+6r5WUQxowoofsM8aFUpUIAbB6C9DXb6r+nQg+5jAO7MWW6oM16A3Y38ddHLbL2PanPcpQ+hpdk7o7h1H3hnvmSC0oCKj700TiiHL2/oGl5ORVfdukQBzVKlgPLCxzLlkSqObJ0rVU4KVOJUMd49xIpo0FHgBqlSLQT1f3oUiEo8usNZ/FtXNZ1B4SQlvtbKtgmHtmiZ/bvzjJmM7xi9mWmp8D8Br85+mPerhxB4xd9D0QKy24hpvuISkP9035N0V46M454AVVI2lv2XXs03FVszXUHOnq0UfCf2klsmD+S0ok7GXe0Uda4b6jBkbNsH8hMQQlVyNziEh0wjR2SyWb+s4vrsLNpiMY57JkB2cppDqRciOn4fjY66yJVhA5CI0i6c3TTYzA16mPSn+XyzzQCwGkI2OWGzZlLxGekTjVrISPkgCSkJNClQsxGXPSnqqWZxzSv304sBKdRZF57phw1YGjk20IfSkpa15w92r1A9up9jy+biPplIROnL+3Ufc2Fwo2C5549lqJ6+Mr0yPsJyrwS/rL8VM469SP6Bhto0wNWSqKhTpg2bDWE4THQfexKFqZCCkmHN9BMWczMPjCFpPaorW7eNdtE4vR+S1nyTSMTK6BoVPpbUtvYPX4pA952jGCGNyGzpooZ7ouIGA8sOxY+M9zVSgJCPWDG2hmoMckbMycz2zcZwKEoKQVWuHhfwl6fw23dgY4ebRRsaiwBHYaW1XFm+Weu3AATuYyAPUXueGPH6Xfmdm7LLWQQ8BRzhgsZRYGcHUgmYTHXYJ+5n9t12I+VaRDkkvN0Uxq03JhKEl0XNuEZZ4W7zn44Haknml6DdEw5fR2mIqLhMZEOoZpMz0+iOUjRVklb0k+BP8bGPoJAY9fJh2q7JNLepV085ECwXuKLGim4u5IFfNrQj1HFtfQN1ttqJCiWAFAi1dUlpEqQhCsBN1dIIR8y66q4qSC6eRLt6ONvoE9FQ85+xA6T2KsIp5fts6b+tCQMXkW/SANDwjv4tLkfbckAPkUnWltA+VZJtLJ7NAsOGMhs9UUTalTwVv0oxhRuoZSd+6xJyTwFkZJuglgHGHq0UdC6uYhfXfoUAbvruhPxQNNA0FEsPoFZ1a1jTkD2Q7WXZY1Jw12p2DqlfMg1i3DrXDKNAcWxj7S2N9voJ/v6nSV5nR4O05BxXKMwtwVVJFLxWAVkeqtMueG0Upxzxm4SESFNALMqitlOaU8/tMNOFrQKUUmnYqFdzdAqJ42t0I0LWcufqq4Y1f1Zcrf2QcKn6EwuXcekizbwt3nHU/Fxj/58vhKIKHHm7RxMw1N92X5OIdcOed94f6wsE+M528sym9kJ1rO1ddT5MnXceEb2EKJZhyRzQAil3vVWPehqeLh5IszjJVAdfYGCvb9JK6jOf2sUhRuMfT8/NsaPJr7J/NfGEtlinKtcN0ib489aRlMiRO2jg75axoELitfAp+vGsfrCSq6seGOfndfTKdiPGDii1vGxQ3pAdQsbZEKxbQtkzRgBaxDMHLzNgSM7BTBDjS+j7kEWV8AllzqXYZJVvc1x3PQ15HKDZwm0yOzBP9PocRgR5v0RaS0BRRr11XMRHO0qi/aPxU5oNAmSHUEV6SJM5jHN9EyzQ7ZCDi4fn5umgoJES/1rz2BIkDY0UEyDS7K+vZJZy8YQ2uLnK9+rHuAQScnji45ADWkwNcoJlVsImGEBgUPl0v7d+UXS1VPgBrdvPBcZUSH/MQMiCcJlYBCK6375qu2Z12Hsb5R6FylZ7MC6IP/LSRQ1pomizUNAGxRleOF22rQAy6ZWI6VAaoKSRUGbCNVXB+29BNEx7RxVtrXD+irdiYRUUXISDT1PwV7FVf3eB7L10O3uvHieHPrOwBpIbIOZvViOUTXPZw3Mdis+kSLLmfv5MTgDbmmNZnvd5ZIzthXZ60xjwEk6tHsFUuEK02CSipXHrUvRoYvTMjaEAlJPDZiKeXAH7DMYS2gplUVg7xD9StJBdgRnh2k3MjLTMTOXpcmQ0rrHprGSCd32LO0COKZhkyUPLc39BGtaUuWPvyIx2Z4MJQEVH/hpGOXjF2c+a73jpvFqvOsmtyUdfzeNv2Y9nPNbdD2fq+ZHxiQgB8xv08FPskjF6e/KPjFwK32RZaQDmgSpSuM71KFwPbA+iN1o1QZFuWXC68bx/XDzRGPm3JiM8NiXJ+Fr69Qt6FGIVer8ctLLhESCxD4kGubjofQEMakebRTkQzyll266lxPSlyIiuXcAaRddmoFuKhQqpD94P05W8ht1o1gyewS9jtnKpf0/NrYRGiGlnaLU+Zt1U7BGISp91rdqqK5JR30FBQ2zLr2aUtmzp0yq6Pjts38bq95EPiUvs+Stau8Mbe+pm3vLkJg1pH/t7bBfg4awpGjNAjV2UqKVLpXyCugp8pdbESMT5qzfzcMAZJVjzpwN+JWkg5VuhkhMQyBTLtlO3PIrCT5r6scnr42iuAmEJlny8kiE/OqQtL4qKFqncO/jFzJ42jouq/nI+r7sWiNWSAqdZj1kGa6JlApiSCRdeQD56iWY6MiQj0sfcekzPAU4s4bcDIN8vIbMyo6mRsdJp37Coh39SDzXyzWNtGBBmN8vPydrudAh3PDVfJ+L1hrvxcgTV/P1onf22Xm9gkgHILTUQ3Eb4Jr1EAsaB9E33MCIUK21vRvyZRJoKMxvHMiS2j4UbJZs2lrOO4UjmFSynnq9gBWtvRlTuJUqf2NazCdFEnLMpG3M93RWg8GaNT560xWaPnfa9e7smNyId67s29Qsyg1uleNchVns0s+pWH1mgpeKRMdlRu4yo7IXfsoMRWRrFWTsg/sz6mwWhtsxP2vqxxc7qinYmtYS+CqJvnyVoLZLCjbBrvaIc7nNY2hmzgAWQdbg3Jg8AZHFAeq02meOcIJ5fmt2KFLfrN3T5zBycagwup5L6M6+wLZdyJekoa+wjILwDokSN/7vb5L4mzp1OV8ZmO/F0q1VvJYcCyzeJ+dN6AqK7t6/JnIsP5DwlTIKzFRETQrDLDDjiUInRAIFnU/bBrDk36P5YHKM2498kbjMfQssd2Aqbc3eYTQmI3z03HgK6lJEnvcCLPlkFOWXt7FwZz/iM3uz7OxqrhwyLzULIDWzTaLlUH30i6TNGFCIpzwcqtAJKQnLa2Bsq+EXyXTqZQc513YY59AcXAvTSDANglhK8REMUiA4Y/KaNfOyDd4p1739XvlT99EoWZsiGWbEee1ZEEElYQnSmMeDdEpWwvYsMsmCaorklUnIItUGi9SI0zAxO2aTsOgXGp/MHkXB5gNfXMhDGsJFvluXggQprQKZmiykvEPmuxRMfVsJwI+Weu+cDz6X29cMKeQTPTLJq2Y9BkUkSEgfCammRXfA6rvsBnum10/PMP4VjD7vzdcnoLYLbvjGy0SUGFHp5w9PnGW8wwc5it8s4LNE59RyuwMyT0qi9IiG+waK0NmWKOX/LZ7KwF71XNnvA36/6kTqdhUipWB43+18s988NCnoF6yn7fgWlKTKrz4+EySEC2N895D3HHFHe3GjTCU/U2ZX6KQHDQm+qOTlhYeitiiUatCwtIL/2TkdhKR3ryYuGzg/leGQZsObMU1FSAK2AdCcNZjVaNMaC7r1W90NV1Rm52X3qNhjnvZ7oaY6HrPt6SwF6WB4G/fNWG8SEXPN1jOFm8zrtpe+ddxzQM94Dqb3wX4Op/hSBrGSbDEnU+IZIKLGeHP7ISxfX01xA06DQIG6wzVEgXFfgmtCRkVODwcMpKPolzNTwDQi7Zkn9nfBktZWNWs/O0k3F8wwo/F/u8ZB2kthwvy/feKSTvE1v0HDYDeRSZI2jYRN8Qoe/OIo9KSxX+EugUjC/y44CaEY5ayLmjts/lcG0V6C+KGtSCnQEgolH4dQUwW76sdIRFEbPLRv2pKQApFj8E90kVPwzjvvcN9997Fw4UK2bt3KzJkzOffcc7uhlbnR440Cc3Bp1MJE3i9k1egQ0Ro/9YsrKVtpFEVaMbma1pogAZFkYHAn/zXheWZ8fhbh2UUIDdqqQjQPD1GkRjPiitL147b0yzPGBJGEivnpGaihxGZUxdsxppK2/oH0AJwSWkmfy1lwCJubUEulPWUiU58933pNCkcowd7ZWNkaMi3/ag6u9mOYM21NKkbWhxk2sGSC07N5c7Zu/Cscrlr7dVuVETOEZ8zj2aEjrePoUiGGQM3Yzv687ClnCZxVFtv0gHWNphZ9UEmwcnNvKt4LkPlwpQKHjl7PpLL1KEj+1n48BRt7/OfzlYOWInllZg0Z6X0YHIJUiMrucbJzS8xQgiNtEWdIIBNZmS150pHTSoRpozUhVUIi4djHOKbBjVIc/Y+P9dFyit8NW+EB830tf8deYv7gMVpj5ZJfT3wOXSpsTJTzzyWnkirZQv/RtVxZ8QbX7KO2dKd4UWtrK4ceeihXXXUVF1xwQXc0r0P06F4tiUpU+gjZXOclS338z5bzKawzKiCOPX8Zn2zpx/2PncsxZ37GKWVfENX9XD5iPqv79WLei+MJ1UkeffIk1EkN3HjIHMcgZ5Ln7CTF3392Iv7FBYQaO//RFa9ReOSJU+h/4gbO7vMZkB64rLCAZuQ0qyJhuc5DSiKnS9E+0OdLXVLR8SvGbL9JDzs6TVPtzapboDtfCVXoRFI9T0SJE5U+dKkQUeIOr4FxHmf4wC6TjK1IktFe4QgFpOsr6FmuW/v1pfUoTIVEZwEm856q6LTpQbRU52/3QKxpr+SdlyegJAzVM8t2EFDYCm6dqUjCqllDWeEbCkBJs/t2HvYf9NR3ogiJJtNKnID1HZshItXax/iazNRYM3SlSYWIGkOV7vU+8iGT8Gq+j241ESw+UcpLF9fVLB6Qgp7+zqXgrrlnE1nvI5zw3j8LEiuU2svXzHEXLSKmGdlHowu3kIztWRZaV+Co6uqyris4/fTTOf3007ujWZ1GjzYKNsfLWL5zMD5FY1tbMUIHNSqt9JpEkeD4shV8vq2G0FbJx1sHENNV4rqPYQU7OLFsGW/1G430G7fBpxiDUoL0C7SirZpNbaUcV7GShO5jUWN/9C1hwtslbVWCPJSENMxvV4CqOGsIqKRS9ayYvkAT6Ri7yUrWO/n92z0AuSQ+7QOsFWe35f8DjpmUHaYXwyQX6qQ7wUwvCziVHZ2uf9VmCOS/OLsB42iLbV9F6MR0P+83DKUy0MqEwvXW+e1sC0XoJHWV8HZpm2XlR7xEkCiC8DaJ0nnqhof9ANNgVlNZNm4a9HbFT3t6KuQXl8mVkaBJd7Eyh7eKjPBChsfBVNg0jpc29lUhadWDvFc/jKRucHNCW30e6TUP/ELjmGKzrLRxL9v3XT0kErqK0HPoFKSWNzU5WZ/BYJBgMOi2yz5HjzYKXtkyhuSrA6zfqsvImRbqAf/LpSylFICPjx3Efx35PLdOewldCit32dzWHMxeWTyW0gUBNl5dx6a2UtY/OoxSHbSAYMpZixlduCV9/lRHkxkvt3cGBqnJl+ITyBS50JlNENX9FChxR3s0nN4CN2TGH+2di6XsJuKEhMElaNWNssRtWoCgkkQRmjE7ss3aIW2B293/1ozKrhbouO/22K3IOiaCLO+B+bwy0730lLvfhNmpR9SotcwvNDYnylj2n0NoHqYx9sRNVijC9G5oUqFIjeJTupaV0Dqhne9OeIeHHzuV8DavMz5QYXB9JKo0DOmgSFheMTOk5QfL69emBy1NC0hnJZi1ODINW7swmB2WQSGcdVEyEc8IG0BqEoBhlKup9oPdANHZEKvh88fH4ms31hV0doZwkCG7pL2OP9UlxvahV08nj05Bqg/t399ZVO2OO+7Y46rB3YUebRRsry8icEoL6idFrpazvxV++9F0/LUBQuAgjgXXhrhdOZuLxy5EEZLHF09C6sYDk5pCpKSd7x7yHkhQE5IXF0xAKUigTDPE6xVVZ0B4l+Vat8OKk6d+K0qa3Q7GgBlJhTwSNleDIgw3od1QMNyKKVKhNJc5Ow47SckOTRqegFYZTLXLuL6oNDILVGSaYJUKVbgRA9NCRNLSEcis5ugm3OJWLEkVOiVqm+MYuWAniQUVZ9Em08D4qGkIc5aNAEAoEt+UVhRd4d6PTgPAF9S4dtz7Vrjj7yuPpmlrEeVdsAuEYpTd7QG6Iwc1hPntKKlCZVKQwKi0aS+xbEoT2yt7mqRf+3tmGrymAqKDNOjiWTB1CEwtEPP/+eDmzVPRebNhNG8uHwmAjKqUx7xMGDdIH9QfFWdg352unkoTdm2XvQ1NKiRz9G3m+7Jx40aKi4ut5QeKlwB6uFGg1wX55XEvcceGiwhvd8ljb5cp0pgT0geRrZLQ9jArBvXGp+iUvhtyiH609g+gHZI6pm4QCJsHqXz//Fl5ZVLNrAV7HYF0DXdbBUCRREexUiJNd2eAhIMjYaqy6aa4Ce5SxJlV/sDocKK6jzY94BiAG7UwUd1PkRq1UhD9StKqR+Cm8W43DDJdsm7Fkcya7pYhlCIx+hWNQjVq3Qu30EPmtQEOGWbFZhStbOhF+YcBhAaJQsG5V83lxfVjUZ4vByBeKmgeHaJQjeJHp215KeVrcBV4yYJIqVQLSVT6yBGN8XCAQNMVorqfYvO9FsIYSKUvi+RqhbWkoTzqt4Wy3GpjgPvs367BYYUuMgts2fgAmcuMNjm/W7/Q+GJXNWXvB4331HvvckL3CS4Yv4jDCjY4iduZYc8u8kL2qE2dIBoWFxc7jIIDCT3aKCherfLrf13cpVK0sQrBhPO+oNgXQ0fw2ruHEd6mEHLRFDUIcunfBVvgL/8+g6Jjt3P14A+s5ZniPn6RpEhtt9L9TPVAVUmT6OylnU3EpS9rpm6KnZi51WDM9AErC8AufGQ3DvxCQ1V0QiJupEGl9AfMQivNWsiS5IzpfuOjUnILp0A6drozWZC+R/b7Zf4/Rf3VNHO2n76XjcmIxWWo9DcbRo8tHpupmmgqPdpds2YHfE6/z/jyqj68+/Y4itdInn5iKmocAibJsVky88njiI1t5yeHv8YZJ8/ns119aXympkN+QHsvwcSzv+D9VUN5+LFTCdV5vfOBjOhbvbjrs4u4/pxX6O/flTKmDWO1l8/IzzP1Ceypt0ElYRnCljRyisCaLxwAOPRQTOQc/F1qKNjJh36RtDQSvjXwQ778Th9eeXUyRWv25K58taHGJLP+cxRPD53I76c+ZiwTplppuv/dl/BkjvcjdAW0oKSt2rlcSFxdvZFao2xoUzycJu3sVAjtzO7slRi8tmMMSpPNvR83yGbbNpcxq2Cc0YaMWXNSV+gbaWRa6ZcpydLsdDmjkallJiHKRjJK2GY21rXa1hv/2n6LjAJQZoqhvXSyMJUK3V/KqM29mkn+y+QHmAN6JinTXuQok8AF6RCDvdKheT63+hWKy2zKbhAAVPka6VXazJx+w2mNhinY4nSzCs1QImxrNiogHlawgaSu8oGocb0P8RJBvNQ4b6xXkmNLV/E+Qz0uQQ9AoEEiNGFlGJhQhCSUqvBp1UcgXdAsIJLE8aV+mzweW7qvy6BifwdzpfrmIvqC0/B2Zu8Y73dU+tkVj3ghg44gje9bC/t5euekLK9MUleNbJS2KPtK0TAplZw6BbnCCrnQ0tLCqlWrrN9r167l008/pby8nAEDBuTZc/fRo42CliEavz7nKUcpZDsUdAK2XOQ7nr6EojWw6dEh1jbhHKSd8HbJln8NpsxlXcVHPjZ9PCSnc2L5aMlxX1tuiRGZsHsUCoRBkktIlbjEKr+akD4aNJ+VTmfGNO1ESLtUqo6RmWAXNTLOpaJLP3FpdHah1GyoMRkxMgsUzYqzJXSVFi1IUzJkaRRE1DgRJY4idBqTaflYu6VrFm1J6opF5rKrt4E5iBvVC+tjxnH6Bhsc+eN2ZIYHrOUZZEzz2k38cvLLrBpXxUsPHoevdfcH8JbxMX425RXr/AVKzFUjwsOBDSWV5hcSiZT6p/G+a0JQgMEDak2RV1UhrQJhfgzjgVRZb81ltmlPEcwkxbotd22fzfA2BLiSjvX/2Xg4sWeqKPKMgk6hcD0sfXBMzvVaPJpzXXejOz0FCxYs4IQTTrB+33zzzQB861vf4uGHH97tNuZDjzYKho3abKXsAQSy1PeNQWfmzsP5YMVQCneligh09kPLNbbIPOswPBWZBgG4dxR+oTkqOapCJ54q3mQiIJLZM5NUzNIUNjEHZdM9asIMUyhSoghJia/NIuqZUsZtBAiStAZ3SLtZcSEQ2q9FEUbIwUdamdHNOxDTfNZgH9X9hrFg416Yrtp88dt8+Mua49m2oZyyeA4jb6OPu+adafyIKpRr0DwIxMgWhIBoc5CKeX5QJCER594lp9LWGAYhCW5wVpzzcOBCjUn+9MGJ9B+4k58OfSVVUjvtZfLbvqOAMAd9kXLdKw7Zc8eAb3PxZ65LexfIWuZWdt0uo2waL3bPnPWtewZB16BD/ThJsF+LQ91SSgxPwcP7qBndaBRMmzYNuY8LsPVoo+CSmvloGZdgJwuZWLy9D6UfBlCS++bmyhSz2S6C5Ab7wKeluAjm7NduCLjFIhGKJZVq7J/Wczc5B2DLhJCGt6FUbbMG4CYRJpZSeEOBKH4Smmq5990yCkyCpTWbF26z+RSZC0FCV1Mky3RlyZj0oUjDm6Cn0sRIzeZyeQQ6ig1uX1VB2VIlJ08gUiuJ1KbuiwDdB/G+CX469i0UIZnXOJTPPxoLuqBRK0D/rIQKSzfeMwh6CpR4ypPXXkXDoAIrLVcVCctzaCIq9FS6r2rJCzuJv2a2kJPjogp3QaN8yzJJcJnGgBkysNJ/e0DhnAMKqW+698gd/HTYa46Jli4VWlp0rttHTdHyyBxnpo0fiOjRRoEddplgu0GgIbhq+DxW9a3izZcmUrBp33TwGsIxW7BDsbkLdRQKlDhayssR1f3oUli13guUGEg9y/NgNwxMmKmMSg7LUhU6RUrUuj+laisJxUeR2s6OZBFghALM2b6SmtH4hWbNlIx8b+kwAMxyyObAbZeM9Sua0R57VcXUcfWUTLHRds22PiPf2BYuyVqewiXHzeOLQ2vY+J8hqO35n3GsVDDpwsV8sH4w/+9f5xjH0iCYlBQvCvKX5WcQrvcMgZ6MkhUKd2+7GIBEkeSn586kr7/e4TUoTn0LdlKaWawsIDSi0u+aWeCsZ9Dxe5IdenD+Nre56YNLCH8ZQgrwtafJsh46RvMgOP30+QwN7bAKydmh7cPZdk8nGu51c/See+5BCMFNN91kLZNSMmPGDGpqagiHw0ybNo0lS5bs1vHtzPtMmKkh1b5Gji1eQXRAnObB0Dwk9TcYtFDGQxLQ2lekt7H9tfXJfqDJiLFtoliAAi0DBKKq6/JZKjLlVpQOJcG0Hnv2o3LG3NMzjoBIWn/m/TEU1J2zFjtfIaIYHAKf4l7EyK6bYPEEUjN703DI4gfYtrP/ZXoUzGtJz6DSIi4mFPQs74GdU3BIeAsTSjfSGR6P9MGU4jWoqk54uyS8XRJMZRb4Wo3fnnJhz4YalYS3pf5qBc9vP4x5rcPQUZjTPIqZuyYZEthojpl7QGjpwmQu72Qug8D8Dtz+TGQau+b+6xK9eGzHUfg2Bwlvk0RqJYEuSKgf1FCgtb8gMSDGcUUrqPI3OCZhdu/OvkJSV/L+HejYq56C+fPn88ADDzB+/HjH8t/85jf87ne/4+GHH2bEiBHcddddnHLKKSxfvpyioqJOHz+z4p0dmdXHAO46diaQ9iokpI//euJiCjek95MKHHvGZ5xUujRLDOM/Oyax6qGRDm9yaz/Jf5/3b2556xJKlvi4/Ly3GBUyVA7tqU/p46SKBuFzDLQmCkSMAiVGkxayrF09JVykpmwSDSPUEBCaw82Y9iakB+c46fLLxpoMqWAkiCS9fE1UqC22Yi2Gmz9hxv9ttQNMCWTIdpnGdL+lkGgaC5n539bsK7U8qCSs1EpHJoLNE2JemxkDNmFyKlQh874PmVCEdJTa9fDVhb/FIA0vnjSAI05ezVNvHU1oh8JRV62il2rIzaqpUIJRa8QIwxnvnPM9z5cLD/nFitSM/sQMZzy7dQI7HxtAsfc6dhlaQHDeOe8xPrIxK9XUhIK+bxUNe7inYK8ZBS0tLVx22WX87W9/46677rKWSym5//77ue222zj//PMBeOSRR6iqquKxxx7juuu6HvnJqqaXY7poDjpp1m+C6qO2sHNcQfpYis6ogq1GFcAMjC/azBdf6+NYNqSkEVXoTBi9lrV9KujtNzoZ+wuaLnucFurJFR9/dufhvLd8uCXIYciu6mSmPakoaBkzbbd7YpRXTjrObyx3+b/QqfQ1W+3emSgiKlViuo+gkiSUqjtvei/MQTiq+9FTBYp00lUW7QO/X2gpKVfNoSRX4mslJOI2Apd0lGN241NoqFYqJ6SNpnJfK/qJ9exaX0L557k/Pn8L3PPeGQS2f2WiZx46Quo18qNhE+a0NEQS0peuTJrx6phZQF0xAuzb3r/+FFZv7J21jS+Y5K6JzxmkOM8g2G2Y/Y1RJC3beMuVhr23IKVwEB0z1x3o2Gu94g033MAZZ5zBySef7DAK1q5dS21tLdOnT7eWBYNBpk6dygcffOBqFMRiMWKxtEveXkyiowpmmWphjnVC56bBb3TqejSpMDK0lbvGPe+6/pt95qFVpwsNZRoEnYGCzuLtNZS/F2DZoGrGRDZnGQRdgekFMAyIVDW2jI8l0zgo97WgS4W4VGkURgphTDcyBxSho6UyFgAQBhXL1C2wZw74laRVvdCUkLWXRI7pBg+8QIk5FByzryHb2FEzvAVgGAZFaju3HDKb/+c7Efl5Re5jtksqPvQMgoMOEpr1MNJnkNIatAhFSnuKW6ADChppQSIrPJXBK4C0hwqMY2a+j/ZvdtXKPo6S6iYShUEaDivAr2roAYxSv17GQachVdADttDmAWJZJaVCrjhmV3UK9gf2Ss/4xBNPsGjRIubPn5+1rra2FoCqqirH8qqqKtavX+96vHvuuYc777wza7nf4A0DTmswsyY5OImIJuy65Q6hn4yXKzNLINcsP60VoLp2EnmVAu3rJGx4cTB3VQ/iF2c9Y2kapKVa06Q/i7BoySqn224VgRFpTQJTxMjtOs1lZpGYIcHtaCg0ayFLpnmnXkRM99E3WG/tb8olmyqGKpJCNWqIwkhfuhKjdQ9VgkqCQhFN6dOnDQrnc8i+X5YSZIotbhwvvU9AaAghD5DuwcOBhNIlPm7feDmDTtzEkKI6/vDkWTC2mT8f/m8jFIdusdZNDwKAX2CRES2iYOoFa9OD3PHSRQR35u7sSzsos31Vzfss+95aHn7tBEq/7K6r/eqjcWqUr49eyKjQFlvf696nd1SDojvR0z0F3W62bNy4kR/+8Ic8+uijhEKhnNsJ4bw5UsqsZSZuvfVWGhsbrb+NGzcCaXIP5LYSO/IkGLP6bC3/TGQaBlnHkYbu+rM7D+edxkMICC0tZGKbNWS2J5NA16e4iabhpnqi4OnaiSxsHWRdY7pAi+5Ylgum29Nxr1xIUG77+YVGSCQoUqMUKDEiSowiNUqJr51QSh42osSIKHGK1CghkUwRFmOpkICWqspo1HNIt98IIZgFZDSUrOfQGQ+QnUSkCklUBnhu5wR27ijOu6+HgxNqu0E8rAi1cmTxauIlOvGYjwe3H8vmpJtMmZ0AnCYjQvob0lAI7FIswqrbX65sGEWDZ7dO4PP2/pxQuBQ95LkJOoNkRNA0DEbUbOPIwlWOUK/bmNBRH9nd0HQl79+Bjm73FCxcuJDt27czceJEa5mmabzzzjv84Q9/YPny5YDhMejTJx2f3759e5b3wERHtabTLwGWlK8lyyvSHgJzmfnpOXXHtQ6NATvshoG5TW2yhE+eGUtbX53Tz/qMVj1ozeodx0Q6PA72c9zQ/y20fgq3PP0tildB7aODWHpcH444eo3RZnRCKZKkySnITME0YXIXzPh7FvtZmEtt1rWLwVOgpEM3Fb4Wi4hleiYchZBSDG6rDLT0U4BRBrpBixCXPlT0VEXGZJpM6SLyksvj47yXurXtzkQly546hPIWz0/gITcUITkkuIU/nv0QP196LksfHIN6jeRbvd4nJBJGeqK9WFcqtIBLX9CRcmE+qO2SnY8N4F8T+jH99MWecmYn0VYjueeCf2epQNqRLjufLbe+tyHzEA17gqeg242Ck046icWLnRrTV111FYcccgg//elPGTJkCNXV1cyePZsJEyYAEI/HmTt3Lvfee2+XzmUMZ+mbnK9mgBvshoO5nzk4mZ2Cluelss6VMkRK1TYKT9pGojnC9+dezsljl3FK2Reu++Wd3QudYUeuZ8WAKkrmhgitCvEj7RKumfQeESXOHxacgNQECPj2pHcZG96ILtyvM631nm2AuG3XmY4p05ix11UwWdVpEaZ0epepLmcPpdgH9Vxw03mwL1eEzm9XTmfHhjLKYp5B4CE/5n80givKByN1gb/WT7EO73w4ho/6DeS+w5425JBTZFYTpulsr/XRLbCro3qvbl5I1QgZDOuzvdODvNU37cNYvsRQUcy17kBHtxsFRUVFjB071rGsoKCAiooKa/lNN93E3XffzfDhwxk+fDh33303kUiESy+9dI/ObR/YO4uO3NT5kE6dM45RpET56bDX+POGadS91p9Pq/pyZPFqStU2R/vM/+frXn7Q/03eKxvBi/OPI1gHwfoAW8aVUuSLUrwoiBqTIOHLUVX0C9QZ7cmY8atCT7nyE3k/oq7E2xSXQdz0OGg2JUUTfpF0SMT6rRLIZmjF3UPTEcwshajup02LULe8goolAi0o0P2ezoCH3ChbIgBnSfWyxYL2bcVsHlNOb1+TRX41B5V0ddP0VxvVAzRokT0vqa3DDq0Y9AN/Frm/IH2QDAsuGbOAIwpWO/q6TNgnJfsDWh6i4b40TnYX+4WC/ZOf/IT29nauv/566uvrmTJlCq+//nqXNArssM9KDUJQGvZSwmaOuzlTtYcPMjUJMjsDtwqD9hmrmYJnnN/YLv5GJfctPJ/vXPAq/QJ1Dhd5wJo16+4vitCZEFmP/yrNOt6o0BYUoRO5Js7DC4+m4n0/nzwzlkW+sdn7p1A6rZZfDHvZGswzZzqZxoKKsz3mvc0UUbK77sx1puvVLVRhXrMrpJLTe2JXhjTaJx2uwadqJ7PulcEUN0OiEI649DPe3ziYyCu79y55OHgRqpP83yPnIic38n+HPZEKk/mM7zRVL8R8R+NS5WdLzkR+WEpoD9UvS75UuW3rNylphJ4xl9z3aDg2ylWHzmNEaCtAlhcnHzriT3U3dCkQnk5BfsyZM8fxWwjBjBkzmDFjxl47Z2aREsUa5HNnAbh5GNKDoTO8AFiCPJnehqpwM+uGQ2QbhHfAc5sPZXz5Fo4v+TIjTmk7N0rW8pASZ1LBmqw2TSpYw5t9R1I7vJqCjYZ6Wy5s3lTOg4XHoghJdaiJU0qywxmZcDNU7MZR3uwLmb6WzPBCrms29sulLSEtg2F9vJJ36oY7jLFlm6opS5W+lqpgTXMF0dYAEdejefCQG0KD0A7Jrk1FPNTnOKaXf0G1r9GxjTmRUIVOe3uAUpey651BWx9BslBStBb0IMTLJPEyow1Fa41/PaQRLogzKbLWkqW2wy3zwOxr0qypfckpyBM+6AE2X49P1s6eyWakFtoGsHzEFLtBoCEcg5SduJgJt9nteZWLuPCCBdz82mWUf6LQ9lQ1syb05uRTl2S9nGaqk/16FPSswTfz9y1DXqN5UJi7/n0xBZtzXhYV8/ysmTcCgIUj4ZTzv8jJZ3Bz42d9TBmb2NvkRwMBCd3nSE809su+brubz14Myr6NeQxV6Lyx4xC2/3ugYzJl54z72iSNj/el3PXqPHjoHMo/FyxbMorSb7fz9YqPUkJkwvJowZ7nxFdN3cxV/d/ntw98nZYhGv/62p8BWBztz5//eg5+jyzrgH0wdaRV29Ow3SYr++E26rqCyJFloB+M2Qf7GubAYrn7U3n2duT7gHWyq6BB9gBpDzW4lkPNIN+5Wab2+Ho+69a+3v7bKbFqpAt2NRyvIrlv3ams3VLJbZNn0ddf71hndXou7TM9ARsTFfzPx9ORiYwXXEhGDK7lewPmWMczn09HVQ7BuP42Pcjti84m0RJwftACfPU+Sry+0sM+gJBYYTszdABGDrcp7nXa8GW8XzAYbW65a62C9ipB0bHbLTltKQXbtpZS8YGfTQtruGPNeZS1SyKbVC6f8x3jvKpOxSk7URUdXQpa5vUi0ATyxHqaNxdTvujAH1S6E7EKgf/YOk7ruxKweQ47KVi0L8MGJrzwwX6E8cCdkrfp5VhGgrnMLY3QJA4ZXIP8xMNMwyDT+MgLTbAjWUyREk3VbpdZhkdOfgFkhR3aZJA6rbBrlrAOdVoha1ZVU7LEx84JRQ6jIPN89o/PRLMeZmV7FSXzg65hixVUU1dTSIWvBTWPUmHW+YROsxZmY6KcwKcFFO+SaAGBkpCeK9XDfoViEzIyJxA6CueVL2B66WJ+9vGVBBqz94uVSf5xyJNWv7FdK+JPoRPY+cEASlaC2f2GdkhCOwySbrxEcNk1b9HfvwuAny69DDUmuGHEOzzoP5rEsl5WxoJ6EGTaJAolNw2fa5G1Yfe8NPuUU6CDyEEa1XuAFEWPNgrsMKVJHRCktAKy0/FM4qCSyuP3i+yXzdWdLnSHoeHWDmudbfeS5Qr/s/lChp+5kmtq3nVV2zJn0zmFmGyehDuXnkny/XIiXaimVrQO/vsfF1PaakRH3EpNg8t9sHk3fvH2BRSt9BHI0SGVfhLgf1edz/EXLOLssk/Sx8zhWbGHZe749CwCCwoJNkqaB8IVZ7/Fg+9MpfyTg2t25OHAgE9oBDBKKGdqF4REwggrdoLlrkuFWq2En/znCsI7BP48g1qgWfKPh79mRS+LmyRKUvLHh8+hdUyUH3xvFrpUWNQ0gKX/GoUS75ZLPWBRsBnuf+h8CqZt51cjsiXmO7r/dgGjfYWermjY442CXB6AdDw6f/67vdxvVgzfZTafD5khg0ifFpqGF1O01rDq1Ri0JQOoSEtONfNaOjr2Dq2Y53ccRuOmEsrruvaiKwmsEsHJSG5ZZ/ty8/qXRfsyb9cQQrU+Ag15NBaixnXO3TCUds3PxZUfGxwJVFejy37PEu1+inalPCJxwYL6gSjtnTcIpA+ahoC/RRDZ8tWfRXnYi5Awd9MwdsYKSUqFw4o3cXSB4cK2PAepzIT2IXHiZamu1NZdKH3Ts1tNKgQbBP6mDt5LHYK7JPFSQVsfHTWmoMSN0t7tOwJ82DAEXQo2Npc6vITNgwDFICl+lRIYRNLos1qiafE6ex9v9xJn9tf7qxaCXXrCbd2Bjh5tFFjylVlpdTKV/64TF3bNfSd50MoiEC7sVJHePjPjIBPmi5mZivfb8U+z+pDePPC3s6zOwKfo+EWSVt14yf0i2aWCHp+2DmD1v0ZQnpsz2SXYWbpuyxUAAc9tGk/i6d4UdOa1lhCeVcxHNeM475sLKVCSVlaCWS7WMIrSIZhMI6lgs2TTP4dQ2oVrSRQIbjvnaR7ecDQtT/bpeAcPHnJBgv/FUlak3sDPpvfl5CO+yKoxUqDEeGjag7b+wV3krKtaHM3Dkzx0yt+55vnvpHQVoHSZYNWykdY21hcrYNqpn9Ir0MKsvxz7ldbo6CgMcCAURZK6QOYIH+RafiChRxsFAoNTkCu/HdLaBZmwhwDcSIHG7FbJMjrcyqja0wkzB/hqXyOVZ2xizZoqKj7ysfzDQXxn0zf55aSXHXEyN5jt+nvt8cxfOsRY1qZSthdi7JkpPKYHZkuyjF99eBb+zQE6nfkvoH5alFH9aq2aB2Y5ZMMN665hcMropcwvH4D2VgX+5t37uHuCOIiHngdlaSEXN38vvUDAUYes5rt93rYWBUh/mHFLD2T3gsiR9T6ueusaCrcqdDi/lPDGe4ciVSg3m6BA04lG/1L8VqTHV18UQmaHVjPSzvPuvy9vQJ7wAV74YO+jI/UqBWdsP5MFny9/NTM0Yenvd8B8M1n3AEVKO78c/BK/FmdQ/1E/SlZCfEeY6OF+FNX93BqCBq3AqC+Azmeb+1LxUfc+KiFhZ6KIhkCEUsXdOGnQI6xor6Z4URBfaxcGaQETB23gnF6fGkptGDOoiBIzjDBbGqb9/l9QvoCTSpdyx6LLUOJit4lUPYHh66FnoWCTpGCTU7FzQUF/anuVOOqnmChVWx2TBxWJFnSG7YRMaYy4vOZGMSUfnXU4m94EE1LAcYNXA/CpGNdzyyookAwJAr5kpzINDoRJga6LnOqUuucp2DfIdIFnpRPa1a+E7jog5auCaJfkzXV+04q1Ew3N40Sln4TmdI8rQma9xHGpWu345ewLKVhv7BOOQndHo9So5JVHj+apkZP564kPA+n7p6OAhJ++exFFSwME2rp4bh2WPzOS//alXZ1ShdO/Po9Tir+wytRmckE0qVCsRPn2ha/y7KbDiP7HvUBW3usSOsoe68568NAxIu8X8l+LLkt/mqluR/PDty6ZzYTwOmvbUrWV713ysqOQ2KZ4Ga8+cvRue8XyQWgw/6nxAAS0nvs9tPYVXHnBbAYGdmatc9MnyOzH0xPGfZjCJEVuj0APmLB8JYwCcMbEOyII5tMDMJflK4SUeSw3gyATA4p28f6YaqOtEY0CJZZqp9HeBi3CE7VHkDQlg2tVgrv24scsIdAgUVoNQ8SsVmhnWIuW/KRCN0QrBe1VOkXrBEEbqUqq0K459ebdtRh0Roc282HhYNbQNaNAScC/Nh3Jhq3lnoCRh70OX5vE5+Jk0/3w9PoJzCsagiJ0jq9YyeHhdYwLbbS2UYROidrKK3txYuumndDToPskh4Y3WLUoTNjTwzsDuQ9rIXiKhvsZdmPA7jHIq3LlgkzXlElU7Ox+duPAhIZRa0BF8q3e73PduXMclRyNUIbAL5Ksj1ey/qmhVu5/ZD8QZiwJUbH75UTax7bzj6Mf4bonrqMoQ6E5s4ZBLqgigW838oo9RUMPBwKUBMiZFWyiAoCnLyri6JErrbTGRKp8uOp5tDoFK2Ub4QjRmDD7Ejfdl/3BO/SIhvsZ+TgB+bwFndECoBNDo907YCqf6TYvg4pOVPpRpEIidbs3J8q4Y945EEuHFERcUJbY929wZLPCtbOv4eQJSzi3YqF1Hbst9tHBO/9J+yD+8uE0g/ikSn541BuMC23ELzTrvhn53wf+x+PBQ2ewY2EVF2+4HoDKmkbuH/3Ebh2naThUT6hl5zt9iNQeHAZFaKfgujeu4qhxKy1Sp72fgI4mGIbXd58SDaFn5B7mQI82CozqV+lZd6f368AgSFfh60I7bBtbRVNsy0zWvYqkWQ9TsDyIv8nQL9BCAqmCFnIeV+igtu/dtytYLwnOV1k+uDdqhc3rgTSYUF0cnPW4yoZEeU628+ZYKeXzfQjN0BX4bGx/evma6e+vs+7b5kQZDbHwbl+T9IEWFKhRTw3Rw/5H0RpgjdHV7hpbjjpaprxyHX9bZt8AoPVr557hz3DF8u8RaHZylHzt0vrmdD/oAeFY1lPhb5ZUzFdZVN6PjZUVVPsassLDVkZYjrDxvq6S6IkX7We4kQA19JSLTlrkPadbXzg4AMb+2a5tDZe4t5tOgT09MaWUqFnpd04xDQ3B0MB2rr1iFn/78hjCs4opOnsr5/f7xFHGWUWyqHkAnz08dp/kHStC4hdJi1uwuyhdEOC+pV+n0IU85ReaJRMLhjDJoifGMXfwGP525t8MboUe4a5nLyK8Lb/yWz7Uj9H5yckv8T8vnU3J8t2+FA8e9jtKz93MN/rNJ6b76eVrQkVy96lP0XRK2JJoT0iVvzz9NQo3GN9Lw5Fxvj/pbf7+5GlfGRGv8DtF3P3JxVx52WtMDq/Nqf6aT4htn8EjGu4/5HvQ9kJJ9sI8WcfIM+i7GQrgXh/BFC1JoDoqNloeDKFbvxV0Dglu5dDqLXw0rohjKzcyOugsdfjMrkl8tr2GfRV2FMK0tHWWx2qYvXMU/sauMwtM5cbOwt8s8bUaH8obzWP4qG4QoZ1ij6rE+doUXt0xFrVdoAckjcMlgUaFgk1fjQ7SQ8+Fv1nwm02noUuF9qSf5mFJgjt81oCu+6FpuMTfrFCwUVIVaWZ8cCNxVKuPqfHXU4NRs0RN6anoI1vYVWoUDB/efxuHh9cRP6SdZEGI4lX0aHc2GB7TUAKeWDuRVVW9+XrFx53eV9nXGUk9XNKwRxsFkJuFasbzzcxiw2tguPH9qfSUfIN+Z5mtmQpmpofA7oUwU/yi+B3n+WbVB3zzzA+sbQM2db+33zqM4pWdakK3QRE6AeCl2nHUPda/82JF3YTHPp9M+dwggT38copXwqaVQyhEEqsQ/M9Z/+K+1dOJ7UaKowcP3YnC9bDhkWEAJAoFP73ueWZunUDdY/0BSBYI7jzzKf62/jhLlVMROqpMZwVFdaMWQ6nShiJ0QiR5dMo/AGctkUeO+gfPjZrIW2uO/EqE0UQSeK6Ct4ZX8I2LPgJy122xvMH7oUoieXQKci4/gNCjjQIlFfM2H7zpujeRGTLI9BS4lfPtiCGfT84UsHLwozItdGIw+o197GqBkDZMcnko9hW2fFTDt1YZ5VsDu1SKgLpj45RVtCBfrdjjimxCh+ffPgKA0ozLC28XXPv6NUQ2dl6spTPYNTXG+IGbKVLaPUEjDwccfFHJb944E3+zkmWAn13zOS9/Q+fE8i8BLCKuhiDUhXjiYQUb+PTifqz5rG+WwNFXAZl9vGkMZGYp5KuB093wUhL3I9r1ADvipUCKyCcVitR2KtSWdKpgatafj4ho3zYf8q1Pp0AmDaabuVzoZCYV2KWTMw2PJj3ELq1wn1v2RWuBtU7yUt8+9RxftYpZvmOhCyEBV0hDux3FqFFgwt8mDTLRApUuGQTCUIcTGq4lnAEG1+zkouoFbE6U0RoLEHDdyoOH/QORhPLPnP2S0GF9rJLR4c38ashzqEir3oIx6CmWnHJmf+Tm3Rzk38EvB7/I9xouI7G+BH9bzycfCh3WJSoBI0zc119v8JVciszZ69bsM/Tw8IGQsifYLk40NTVRUlLCaa98m41vjjIWpq6i9fB2Hjr6IQdpLyFVEqmKZrlCBua2xvJUnM7lI8t8wTItUDtRLy4N34BJdrQLcLjl2wLcvupcdr1ag79VGu6y/YhkRCB9Rty/u17m1r6C6y9+Gb9I0qYH+ce/TyO8vesHTxYITrlyHu/WDiX5TK+c2+gph40a2/uZHB487DEEJIoELYe3889j/mGRk6PSb7nDVfQs13hCqpbBYOmgpPowRejsSBazPl7JPx47jfC2nv0dSF96YqEF4buXv8yh4fUZhetMbQMFFZ3WZp3Tx6+jsbGR4uLivdIuc1zq//tfoYRDrtvo7VE2/vD2vdqOPUWP9hQsWV9DZYbiXnO7IQxiDzWZBLqOqhHujlVpvnRaRmjCL5LGxykhkNEW41/nPru0Qv659SjWr+tFxQGiRObrqrxxBrSwoGmYjlQkQhcUrVZQ4/DytrEcW7maCZF1uBj3HaJlgCDWJ8FhBRto7xVg1mEVFKxXCdY729uleg0ePBwIkOBvkuhtaYVRO0yDALI9A0afkt7evr6Xr4kipZ3oqHbaq7N9Zr4WheLV3XYVexUimVZr1APwz7VTmFzVh0sqPuTFhgksa6rO2ifRGgf+um8a2MM9BT3aKCj7IEAun7DdUoQ0ic9YlibtZApg6Kn4P5gDu7Mgkv1DM/d1qCqaBMdU+p1pkNjXB9CsKmpmO9fEerP2yeFU5HCF90TEyuB/z/gnBUqMqPRzy6NXU7BRsvPfA3js9DImHLZut45bfdQWfjXsOQAGVezgG2fM44qXv0ewfv8XQ/HgoVsghaPvMfhPWs6KsBYJUfqtPiiTMB1SEjx0zEOup/v7tuNZunpMN1/E3ocSN9QjXx9dzmXnfcDTCya5Fo/T4tF91yiPaHhgoWC1nyvi33MsGziiljuHPp9eYC/E01HlLZtxYSc0ZiItXaxaMsuWx8KhP5CfqPhVQrAebnr1CkaM2cT/N/BVJpyyjEWb+1E4u7BLx9EDIL5WR2WkDSEk03svs7w6/6k/ghc+nJgqHvXVMag8eMgc0NN9kXMiY5/gOInSznBppjfTjqmlK9h2aTFrFvSnZEX3XcO+QmSzwhWvfI+CDQdAP9DDPQV7ZWq1efNmLr/8cioqKohEIhx22GEsXLjQWi+lZMaMGdTU1BAOh5k2bRpLlizplnOHdkjKFymOv/WbKx3bGHmruuMDcluWC5nbONS1TPEi68NNHzfTEGjQI6yMV7MyXs2GWHmPeGG6ArVdUv6pwoqNVayL9+KbVR9w1rAviBcbil8rY9VoYekoJ2tC+iBRbHACpCq4cshH3D74BX456EUOD6+z7u+Kpt6UL1KyQgcePPRIpDgFIpwmFJnexY4KvZmw9zOm0p+5PNdkZHiwltsGv0Sy1z5QStsLCDQa/X5o5wHQD8gO/nYDf/rTnxg8eDChUIiJEyfy7rvvdlNjs9HtnoL6+nqOOeYYTjjhBF555RV69+7N6tWrKS0ttbb5zW9+w+9+9zsefvhhRowYwV133cUpp5zC8uXLKSraO9nxdqs70xjIh3zWtbWNVAgpCQJoNMkQmq3OgXkOeyzQxP+tP5nalwakGgj+PUz7O1BR8lGI+xefz1mXvccpxV9wyLVbuffTU/nHw19j2kWfsK29mE3/GuL4YJoHwS3nPsc9c8+k9Aufxby26kp81SwoDx4wDILzr5zDyNBW4lK1+pV8xoAzDTt7wpKt+ufe53Wmr/PQMYQuEDnCBLmW58OTTz7JTTfdxJ/+9CeOOeYY/vrXv3L66aezdOlSBgwYsKfNzUK3vwX33nsv/fv356GHHuKII45g0KBBnHTSSQwdOhQwvAT3338/t912G+effz5jx47lkUceoa2tjccee6y7m7NHyPWROHgFmWSflJERl6r1l4kGPcJ9G09nxZo++Juk8bcHCn4HOtSYJNgoeW71eP65/RgGBXYwpGonLUOTjC/cRFW4KWsfqcIhwS30H7yDhvEJStW2LMPO3rk1D4b6cZI9VGn24GG/oXkwNI2LMzK0lV6+JgJC2+0wYy75X7vnwI6V8Wp+vfZMfKEkuw7V0b383d1HN3sKfve733HNNddw7bXXMmrUKO6//3769+/Pn//8525sdBrdbhS88MILTJo0iYsuuojevXszYcIE/va3v1nr165dS21tLdOnT7eWBYNBpk6dygcffOB6zFgsRlNTk+Ovq7CHBrpShxuclrW9Qlc+7YMEKlHpJyr9KdGR9H7r4pWse2YoFR8eRCOYDpFXilgwezQJ6eNnA1/hkekPOGrMu+Gu4TN55OS/MSSw3Xp+fpG03KmmfOnQY9bz81OfIxk68Ik8Hjy4Yegx63lk2t+JKDES0oc/lZOcy0tg5xZk/tmXm32fPQ06c9u5DSOpe7w/FaUt3Hfa4ySKvO9obyJzPIvF3IVg4vE4CxcudIyXANOnT885Xu4put0oWLNmDX/+858ZPnw4r732Gt/97nf5wQ9+wD//+U8AamtrAaiqckrOVlVVWesycc8991BSUmL99e/fv8vtyswcMJEvzmbCHNAzDQJDn9D9FprlhzOzHr6/+FLue/WsnII7X1ko0P61Jkonb+f6V6/kd5um5908slVw5cvX8fdtxzsPkzIMarUSvvH2dax8bxAAuhT08jUx+PzV1B2dHRdtHAnVV6yjrSbd2TWMllRfsY7el68nflbDbqVHevDQnVAx9Ez8nRApcVPzc60SmCHhbn5Daa6T5ITSZVRfvo6vD1hEqdrKmHO+pPqKddZf6KJtrtwfD9kQUlghhKy/lLJq//79HWPaPffc43qsnTt3omlal8bLPUW3T1V1XWfSpEncfffdAEyYMIElS5bw5z//mW9+85vWdkI4XzApZdYyE7feeis333yz9bupqWm3DIM9Qa6Mg6wP0yWzQRE6zXqI2kQpzatKKVt68H1cUsC46q0AJD/rxarqSkg9wrCaIF4iHK41JYlBUhzaG6qy46BNWoiipQECNp2KYiXKTf1mMyN2Ni30cWyfLNY4r+oTfl05EH+zgr9ZopUkubB6ITW+et4vH8GLyvHoPpFVwtqEv6UTpZiFoWkvdE8nwUPXoaEQEFqHXKfOcmoyK7jaDQI7RgS2ceuAl63fN/Z5wzqPhmBjooI7y7+B7k/3XUJ2r7DZVwadyD7YuHGjQ7woGAzmPWRXxss9RbcbBX369GH06NGOZaNGjeKZZ54BoLraEJaora2lT590x719+/Ysa8hEMBjs8KZ1hMyPwxrkO3lfLblk28Bv/zATUiVBeqqpoDt+/3XzNNbPHELJQaqqJzT48olDAPDpaU0IReh8reQzDv/2Osf2T2w9gu2PDkxVb8xWoVRdqp7l60jLPlX5v+Xnc9h5KxlwbD3v/H0yZQv9/O+SCznh8o8p87UB0DglyowpL2Sdo1UPcv+j5xKpzf/8tKDgtG99wKe7+llFbjx46Aw0XSEh1U4N+JkTknyCbOZX0ZVCb/bzgFGZ8Y5LH0+psxrnWhGt5vl/TPWM3wwI3VKxd10HUFxc3ClFw8rKSlRVzfIK5Bsv9xTdbhQcc8wxLF/uLGK/YsUKBg4cCMDgwYOprq5m9uzZTJgwATDiJnPnzuXee+/t7uYAoG4PcOeas7m078cMD+65y8UsaKR0EHawf6jtSb9hVR/EsCskRrcU8OuyM7im33vU+OsZGtjOC42Hs2iXMZCura2kFKjdUM6MwDlZx2qOBVHi6d+KzXgYXVbLK5N6U7TKZ3kSlAQoCcnnm/qyOlKJTzeU0ZSEZNbK0QQCGkEdVL/OiMA2x7lMmdnEmDbq+hkMrMhGn6tcrNAlszeOBKB+kkbBOt+BkSbl4YBFrFzQMjTJ0SXGe9cdWv1uheFyGQRu27opKfb31zm2CYkE/zwsTmCL36id4sFAN+oUBAIBJk6cyOzZsznvvPOs5bNnz+acc7L7xe5AtxsFP/rRjzj66KO5++67+frXv87HH3/MAw88wAMPPAAYbpCbbrqJu+++m+HDhzN8+HDuvvtuIpEIl156aXc3B4CS5dC4oi8fXDuM4b1rHYRDe40EOzI/ICsWl/IWuFUydIQOcqQhejBQ/plC3dJ+fH5df6qLG1GFzn8WH075XMMjVJraruJjH/Uf93M9hs8RK02Tpr5Z8T6XnPohV0W/S6DB2bmVvhkGwukFEopnF1g/hXDXlPcLjX8c+bBleHzzg2sIb8uOMyhx4Ply6sdIHj/3j3xj9ncJ7TyICKUeuozWQRpPnvpH613bHXQ+ZdF90Ddhcgy0PGk85r7VvgYenfYAt685l8a1fXen2V9NdLN40c0338wVV1zBpEmTOOqoo3jggQfYsGED3/3ud/eklTnR7b3V5MmTmTlzJrfeeiu/+tWvGDx4MPfffz+XXXaZtc1PfvIT2tvbuf7666mvr2fKlCm8/vrre02jAAAJ7705jrf7jeBPx/zbUZwIyDIOMl1tnXG7uRVb2pws4xdzzidY66fQMxAcUJLwn9eO4cnQ0UgBka0KuxugXPXOIC4tucGxrGhD14/n/7yAS7bfCEKiVMZ48MiHrap0ZmeYkD4uHrOQT/v2QxGSldt6UfR6AXVHJRg2eBvbX+xP4UbBpS/eQOGm3b8mDwcXTB0Os4CaWW694/2ytQjM5bmQyYUyz48EPcf7mquA3MV9F/Dqt9rRpcK2tkKiL1btcan1nozu1im4+OKLqaur41e/+hVbt25l7NixzJo1y/K+dzf2yhTmzDPP5Mwzz8y5XgjBjBkzmDFjxt44fU4UrYG2thDxo1VCIuH6MXV3qc2EVAlt8ROs77ZDfnUgoWQlpIkdxrNIFAt0l0wAJUFOPYfC9fbj2E7QRYS3S8LbBSBoGRBBn6KgmPXrbWqVJxUvYVrRMgJC48HgsSwVY4iUtTO110qe9PcnuEtS/rnYrTZ4OLgg4oLF0f708jVRoMSMjCaZu5Lq3kY+Y8KtbzwstJ7x/TaiIVjUPph/qGfszeYd+NgLMsfXX389119//e62qEs4qP2a+cg5dri53yBdJtnKJ5aKQ7woIDQG+Xdy52X/5n9Xn0zi6d7d2v6vIvQATL1sPlOK1jhmSYrQeXDTsez8d/creHUFKpIiJV1cJSr91v8Db5bw9NwTCe5hdUkPBxdKvxT837rzGX7hCn7U93VH+fXuRmbdhK4gk6ydaTxoZC87GNEZouGBjIPaKHCDW5phrvX26ocmn8A0DFRbPnBfXz3FgRh1e7vxXwEIHd5cP4LPi4wYpbBlAKzfWkF56v+6HxrG6kbJ15W5j6cFBQ1jkwR2qV0mQ/lb4fZV53BS9XJOL/4MReisjFfz4MZjAPAJne/0f4cRBdt5d/JIIuv8hLd7BoGHrkEkDQ/YwpWD+HXyTK7s+z7FSpSEVDsVQthXvKXu9qJ+ZSGNdM1c6w50HLRGgT3FENL5uHa4Wb0J6UNNiYuY6YkJ6cvKRPA7RIsUdM+C7hREEsKzimkhO12n3PZ/LSS4/eSZPF07kdqVg3IeL1kIvz35CX67+hQSa7vmqQnWSdqequapr0U48/BP0RDMbxlM45N9QTcMjlXfq+LkwiWccMpSLp/zHcLb/R0f2IMHF1S872fTF4PYce1iCgIxkD6rH7ETBN3+nw/5+jZnWqP7gG/fxm4YZJ57/wQ7DkDshfDBvoSQUvaAZjrR1NRESUkJ47/5a9RADqWZHNCCguahOv3G1fLLoS9mr7eFAFz3Nz0BqQ/N0ixI7WNwFZQsnf6l0b68UTeKxXOHe+k73QDpg8Zh4GsTFG7I/QrrAWgaKgk0KkS27N6r3l4liPZOdYRtguLVqRUKNA4FPWgcNzKoiZriJmpfGoC/qXPnahoO449ZyeI5wylat1vN8/AVgvRB01AIj2jgrjHPU6DE8LvUQOgMsTCfxzPfuky4EQwTLvKf3/nkCuKriileTcciX/sYWjzK5/+8jcbGxk7pA+wOzHFp6M/vRg25j0taNMrqu3++V9uxpzjoymKpMUnpUsHG7WVd2k+TShZnIKsYEhK/0Fyrmo0ObTbihcWe+607IJJQ+iV5DQIwUgRLl4m8BkGiWBiKijkQ3iYpWywo2KAQ3mHbTjeIkmVfCMq+EGiawtGVa1xJkrmQjOicXLEsp4qih4MLImmkUDdvLULH6HNyqal2B3IdJ58HIi33bvzboEf4NDqQ+KpiSlYceAaBh67hoA0fILHqFyjo1mCf6SXIHPjtnAHzt8kWVjMKjkD3CJF42IsQMObCZVQGW3j/b5PIJTkvfTDt0vk0JMIsfXAMbp7W0JtFzJw7jWAXVCvLlij8ZeU5lBzEKVweXCAgImJEpZ82GSQiYqipokZubv5cBMKOiim5wc0gyNTuMLYzPKZ/3HgiW54dRLH3Dhvo4eGDg85TkIwI6iZrjOy3reONyTYS7DANBtOocPvQuior2l4lqJuSzDtz9bBn0MKCuiOS1B2VoO6oBEeUruXwwvXUHxWnJU/qb+9AM+WBtpzrlXhKtbELH75IGvvsq9lVvERQd2SStmrv/TqQEdihcvuKc/i83ci2Mb0GCamSkD6L6Z8rMwq67k2wV03M3Nfsx9z6s5jm26fv8IEOIdMZCFl/PcAoOOg8BfFi+P1Jj1KgxBxSxZncAEgTdOxeAfu/mV4GO3Y39adtWJy/T32I7+36DoHGLl6ch04hXgR/PumflKstjuX/mfpnrvz0Slhfsn8atg8Q7S156MR/cPW7VxGpDezv5njIgaJ1kFzXiw8uH8LYfptSBoBKVPcbHgOpEVISltcgn0FgV0nMRya0C7aZ+3RcQdYzLrPQwz0FB51RAKa+QLp+tdugbq9JbsG2nSYVR3lTc7s2PZi9X2faVCzof85azijbkBWy8LD7SBQJ+p+7lmK/oS3wyeujHDUTugJNKkwr/pJdV0d4b/4oyj/rec8pskVw7czvULDNU1rsCSj0x+ilNlGnFVreAkiioZDQDRE2U501V5+joueUT9ZQsgb+bIPCXa59Y6KCW9+8iFCtjwLvXbLg6RT0IMRLBIkSmZM/YCL3x5VO7cm1rylRmnmMXVoh6+KVKLH0x6kFBYmUsnO8THJt33cpVdqIuzB7PXQejvtaKvlO37lU+wy3y8U1w/A1pFNILW9Q6nkVh6M0VpYSTBVSipcI1HZQ48bvGl89P6x+gw8qhgI9jx3oa5WULvOUFnsKtrcV8Wl0IDsTRZT7WukfqDM4TBiufJPcbAz8wjX9ELINg8ztNAR0cjJi7tuqByle7supMnqwQuTRKfDCBwcSBIw4bwVfr5pPkdLe5Xrkui10EBAafpFMxfaE5XoDCGVsby7/++bj2Pz0YEri6fM2jE9y74lPAqZSXrvx/55gTh7AaBib5A/T/wkY97VUabPipX8/+UE0qdBbbcmKyQLcM+JZdgwp5hePXQ4S7rj0cX6x4FxK3ul5BoCHno+mmX34u3qW8f8p7fz7mL9TpxeQkD4iwvB2tulBQiKR6mvSE5LMEKbqoiRg9xIY30NmRlX6eHY+gVfoLQ+88EHPQZE/Rm+1eY+OYfELbB+P3cq2F1R6aPtxLNtl1LzetrGMikxWuiKtGawppPRG8xhe33wI/kZvNrfbUCV91TQhw+4J6KW2preT6fXmNgUiTshfR+CweiRGHfnDB25gwVGD6BfYZW0/tt8WPpsygNLP/ahdyDbYW0gUCprGxQltClCwcf+3x0P3wAh1pQb1jSF+vOIiLuq/iEOCWy2PAaTe4ZQComkY5MsiML0MdkOgs/wBy8jwJi+u8MIHPQydVQHLhDXYp37brWbDY5AiHNoUv+YsGkXFQiMUUJHn2HZlxVc2jkI8V0HYMwh2HxneU79L9cpM1nbm7wcPfcTa7pa+r6LXOGdQP+s/i+01Rdy67krC7d19AV1HvBT+Ou0Rblz4DdhY0OH2HnoeildDbE0Vi64ZwGG9N9CgR1DQCQjNWS9BGF6BTC9nR+nR9omOXbnQXkWxM1UbD3r0cE9Bz2NK7S4kzHttHNe+dTWt0mBdZ8bU7H/QmY9IWBkMqs1D8FTdFK5+5nsUreqczWUexyMY7hmSBYKab67lu0fNcSw3Z00qEiX1Z4R8nAaCUc8+O6RgN9p0m5hMqdrGSefPJ35Ww969sE4gtBNuePZa/J8U7u+meNibkPDx62O56s1raNWDRo2VFJ9AQ5CQPuv9NN95v9BSvANnGCA989etPzv0lIS7ZuMwODykXn/lipzpiHk8CAcSDipPQeEGiRL3Gy+zSyaNW1oipN1qmfE2N0VDgA1tZZR+Cd1tFsZLBVJAsL4HmJt7GwrEyoTFjZICkoWSa2veYYDPvU61Ynseio1gqCGy8rDVPEnX5n4BNC6v+AC/0Hi195EEmtmzUIIC0XKBGgN/c9eOo/7/7Z15nBTVufd/p2p6mbWZBWaBGRg2kUU0Q0TcAEUWxSUugNw3F6Pxagzm5Yox+jGG0TeCkgS9L8SY5BpBjcHcN+JKVBQECaKssqg4yMCwzDgKsy/dPVXn/aO7qquqq3qbnulu5vl+PvWZ6VpOnTp16pznPOc5z9PJ4ToEpMRQhOgWWTUcYqcN0uWG4G1cMK23VsaHsSKBocpThM/aSlPCcK7XSXFNQZ8SCoxYW+pynZZAUZspFrxKx2H3f4Dx8lpoZxIEZlFvBOC8mz5Hjq0Tn/z3BZae9/oK3gyGH/37OzjHeSrgPRIy8v02A4oWwDhVZBaYStEEeHla4F3y4PeqnVPVBoW5MXcnLrv9K/znh7cif3vsn5TbxbBwwet47sgl4OtCTTgRBJApeHyB2fz2AfBrDQBfXbUhOMaBUUtghXbqQVY8v2q+h0c3X49+n9mQRl4Mg6DVBymGrR145OD1uGRgNebkfao7pp0C0O03qNVCHbdaD6xFcjA0XuDF8KF16kf6rZSDlV9PxekjubpogCoc2FY1FEIaR78UUEH1BO58hrbRPovrNEcXhjvq0F9sCTKqikQg8DWQ2ikjQWcwKjEZEhd10S6NKOk7WRdK0howbuRx7BcGod9uO8TO6L9+0Q38/tBktJ3KNq8DBKFBaa+8UNwOc13IdgWtAKB1UBTTPf1GjMwrQCSBwBwZpm7Q1WNJTt8TCpo58GY/vHfFuZg3abvPYhf66Ifa6QKrqYPu0JUBPHrZOgy0Nah+DU548uB+ewDyrDoTDuRtccQtD6lIe7GMly//EwDAGL5V0IjgAc2Bfw5VNZQKNI6KQBD4HRhBSX7NgY1JEA1BRPWhZgOaJieT8FjZ6zg50IVfVN0O0Y2oVYVp7Rxpb7nQt98yEQ1K6HbFkZqZZ0OjVkDwC7xBaUE/haZNA/AZoCnOjAhrGExnp9VjyU6fEwq0iJB9XsLA/Kp7cw2A70PTawMUlbMinUcjNNhbOH796i1wjm7EU+P+7kuTjHYixigQmHqfhNVUQUBA0FpVA/p3oA1opTXcsool7zuXo0hsxi23fojXjp4H8Y3oInESRDQotlE21uU3orXWEADBfgaM9d8oDAjMN2X6s33/ho4v+/l2+pPMrqUl05aQTUHqo2/srRt9LcqI0jePJ6DKXYRvvC7IYDjZnBNSImRdvuVFp/OzgHHA552DcKClJCUqTLKhXUXQ7bSYHJFwpq5kYBwSV1YlMAiMI4N14d/7fYpTxS7sAgkFRPxx5zK482U1WqvVdIB2WWG4KQPtcQkMuzuGwCunQWQyWo+5kFdlvIIaKyvIT0GKo3w0do23ryAvhhbGiJ0QIXMBNibh1x/PRr+dvqWOTOaRqYkYYGMSnnp/Fvp9yVRXukRkWAWBMe4XwFWtgSpA8MBoyQ7Jb0Ng09mViJB1yxEFpncKo9U6eLkIJ7ogM4Ym2Ya2LpoEIHqGMT/4ErcV/kv9nSG40SnbAATqrYJWowlEFsDo264cPP+3GXD4F/HkealdipoULrI+q7Nmx5342cF5+NJdomv4jRiDg2hXHyjIXAC6GEQ3h+jmELyR5cFRl4b/vX8e0r8RYg7S0xcx89Ymc6ZuXi7AywOhZc2mEbRpGTt7NRomhCAVq6IhUDYbk2GHrBokKuePyz6JM5e7KUQxEV8YkCl60E9o9/kn8IdTltX6GazptNJ6Ku2ZGaIXantGJgTRkep+CuIuFHR1deGXv/wlysvLkZ6ejqFDh+Kxxx6DLAdKg3OOyspKlJSUID09HVOmTMHBgwfjnZWQuKoA9kY+9raWaRr+YAc1vv1C0LxbPNb9Zh0DxDdykf5NCouVvQkPlLuNyeqoXzEa9EDQbV4u6FYYWGFcgupLUysYBPujsEGGzW+JbWOymh/lflOzPsfqy/6CjtI+vnaUiDuyKuz6lgp2cpv6G4gsLoHRe6GCYLJ6gYgOZUmi1ZbsxF0oePLJJ/Hss89i1apV+OKLL7B8+XL85je/wcqVK9Vzli9fjhUrVmDVqlXYsWMHioqKcNVVV6GlpXtxCbqLueWuEFira7BQdzKvLnwy0bNkHxXwo7//FM98c4WqEVCEAS8Xde9J9o+gOnkaOrmoag8Ulb92tO9zRCT732dgxK+kCfiml0yNC/0eEoHAdAJB9BgckHggXoEAGZnMAxsk1eDQiJlQrPVgqHVnbBwQETHAw2xJTtzf/scff4zrr78e11xzDYYMGYKbb74Z06dPx86dOwH4tARPP/00Hn74Ydx4440YO3Ys1qxZg/b2drz88svxzk5YDjUNwM72oWrEQy1mqjVFIFCk8kYpE5tazwXroHDHPU1aG0dOFVDTlqtzSS1rpgrMNkVACGiCjEu0fF+qEoJWMThUPVxCVqcYBBYQAkTGIRp8Imi1TQTRUwQ8b/rqpp3phVZj3ALj/0aU+v2luxhbm0cihHsOIgw0fWDg0ksvxQcffICvvvoKAPDZZ59h69atuPrqqwEA1dXVqKurw/Tp09VrHA4HJk+ejG3btpmm6Xa70dzcrNviggw0/s9A/OX1aWjjdnh5mqqK8xnn+KRpRRugNvj+uWaJC/ifbyfgzWcvR94BGiX2Fj4tgahuHgQEMgmC5j0G2354YG4/otgHOFkXMplHtezW2hvYmG/KwMlk2JVGVyNgKMJFJ0/T5Ykg4okiBCtLEH3Gzl1wMp8xk1b9r/doKAT9rzVKFJiM5TtmYNtz34O9MQWGtMlKimsK4r764Be/+AWampowatQoiKIISZLw+OOP49ZbbwUA1NXVAQAKCwt11xUWFuLYsWOmaS5btgyPPvpovLMKwLc80NHA8MBnN2Fy2deYk/ep6bpdnVcwyOjkDvyfqtn4piYP+WQk2KtUf1mMRZ65eHDEO8gTW33vyf96tD4FABNnK/5lpKJmGkHbcMrgkJgMJ7yGRjSggvWCBZYiGhwiKff8pH0YXjx8IZx1aUiJloBIGWTOdM7WFMEVCIRQtnLhbiYYAMDujiH4S9Uk2GocERtKE+ak+pLEuGsKXnnlFbz00kt4+eWXsXv3bqxZswa//e1vsWbNGt15jOkrLOc8aJ/CQw89hKamJnU7fvx4XPNsb+RIfycHG6tHAIBO3ezhIjwa71+KSrlZcqJ18wDk76ARYW+Tt0dAx7sDcNKbqwtkZFxFEtAmpKnaA2Vr4zbV3iDgsS1gY+DUjLy00w6qbYJ/VYOVEeMnDeWwv9kPmcdJICDiS5d/+jIgEASmCpSohpEYQivfTKdsw/bGobC/2Q/ZR3s4830AxnnILdmJu6bg5z//OR588EHMmzcPADBu3DgcO3YMy5Ytw4IFC1BUVATApzEoLi5Wr6uvrw/SHig4HA44HD237rtjAEPFdQfwvZwaAIEoeEAgWp7ykdmZhP88MAft+3KR2ZT8L/hsxmopqbLvrk9+CLE6Peh4kD0gA7z5XXjlqmeQyboAJkPmirdKnxpI605ZWz8UtMIFQfQkacw3pembQvDVTQ/EIDuWQCC3YK2Bcm6z7MSi934I5ykRGaTRig/k0VBPe3s7BMGwhEsU1SWJ5eXlKCoqwoYNG3DBBRcAADweDzZv3ownn3wy3tmJmDx7OzIEDyQwfNI2HK2SQ+cpT2u13nTChbyjCcooYcpnHYPxjTdHt084lo7sI5Fd39Fswz+bxyND9AVckrmALLETl6QfDqRnsp7I2OB6uYitrefgWBOFNCLiS1cmg8fla6uMmAkEWqo8RTjmLsCEzCPIFjrV/V6ehvQTItLrU6C3ShFSffog7kLBtddei8cffxxlZWUYM2YM9uzZgxUrVuD2228H4Js2WLRoEZYuXYoRI0ZgxIgRWLp0KTIyMjB//vx4Zyci0r/l2PLn7+PdK1vx5Pn/wAuvXYGMU9bn55FlbtKgTOes3DINufv0Uzk5UawWTf+W4/U/TNbtay0DKuatQoZ/klX0Lz80RlsEfAGRvFxAneTCS69cifRvI/RqSRAR0jTWi/+a+lfYmaTaFMhcgKTxLaCEd1f+V3hi3ww4P8qG/GOGK7N71ydMX4NCJxtYuXIlHnnkEdxzzz2or69HSUkJ7rrrLvzqV79Sz3nggQfQ0dGBe+65Bw0NDZg4cSLee+89ZGdnxzs7kcEBwQt0fZ2FX+Am2BsZBHLtmdSIHo7/2nsF7A5fh51+Kq1778xfB7Q4zjDc+dkPMXPwF/hh3sdBl2htDWS/vwQZAoQu9OiSLm8WQ0tFJ9JOOJDzdc/dh0gyRI58sdW3siaCJa/K9IEEhgtLj2HbpKH4n6oL8A/hfChT25IkwBGseCC6A00f6MnOzsbTTz+Np59+2vIcxhgqKytRWVkZ79t3C1cVgKospMSb6+MIHqDfRicAp39P/N+Zo4EDb7nwz2tGq0KBNgyzMeKil4uqD/qexJsFLJ24Do9lXANUZ5Mb2r6AAEDgAXfcmpUHZpoBBeXYjwu3YG7/T/HzNbfDecr4rVB7F09o+oAgznJkmaFdtgXFNzCycP98dHyWi8weXuPtPM1R+co8SMM7cMGP92Hb6+PJVfZZjDeH4dybv8Rc1zGfcSGTAb9vglAodgZK+G8Kz957pMI0gRUkFBBEGDqanXij6QLYBL9QoPEmp21om467kGfuaiOuCF5f3IzGYQw35e/E+6VjAJ5GxmJnKdwfBMmpEQICNgShox82yhn4uHU4AKBDsoG8svc8TOZgsvm3aLU/mSChgCDCkP+xDe9+cknY8/J6WzXIODIEN/5w1RqsbzwP//rTBHJPexZib+LY+/w4bJw4Cv89+fkgh0UAVC2WTzsgw8t9TftHzSOx8bmLIEi+c9O7kr9TSnkSZFPw+OOP4+2338bevXtht9vR2NgYUzokFBBEOJLcZ/nSr6/G8RP5yKf2/qxESmdontiB8WWnIHEBNsGrGhAC5lERJTAsqboeJ0/kId/DyWygF0mUTYHH48Ett9yCSZMm4bnnnos5HRIKCCIWmM9jMuCfP+wtoUEIOF9iADplG+o/KUJ+L0xbEImhKwN47MI30F9s9nsylFWHRT584dlk7guj7OEiWuR0nN5ehHzyqNnrJEooUEIBrF69ulvpkFBAEDFw5lIPfjBuD7xcxL9qy8Fey+/5mzIg7Qff4pLCI0gXvXi9ehx+9tc7kf4NQEPBsxsvF9XIrAoyF1TbAi8X8Un7cDz7xgwIXgbGQcaniYJzwMqdsX+/MahfT3vtjQYyRyWIWGDcH1lRgtALXoq82QytZcDk4sO4ynUQTsGLtmYnsmo4RDc1/mczrAt4/8xo7O8cpNsvGIadTVI6smqArBqOzOMcAgVqSwiRhE4uLS2Fy+VSt2XLliU20xpIU0AQMZC31YGN/7oIQO8sP2o5342/XPY8soVObGw7F//40xXII2GgT2Bv4vhi9bn418Th+MPkFwH4BIJMBJbIylyAQNqipCASj4bHjx9HTk7ALbuVlqCysjJshOAdO3ZgwoQJMeXVDBIKCCIWZPS4G+PTFRIcBR0QBI5LB9bAybx48MhN+Pr4AOR6ODkt6kMwCYAcCM0tcg6RSapA8ODhm3DsRAHyafVJ4olg+iAnJ0cnFFixcOFCNbigFUOGDIk2hyEhoYAgkpSKcUfwH8WbkS+2wctFtHE7jn0yCHnk2rjvoDEshRAc7dDrNyqs3VGM/AiDfxE9SzwNDQsKClBQUND9TEUBCQUEkaR8+fZI/KRoOH4/+3n83+NXovrDIcj8FiCjwr6D++omTB70NTokG8ozvoNNM2UALuKx6utQs6UMGVQvkoZEBUSqqanBmTNnUFNTA0mSsHfvXgDA8OHDkZWVFXE6JBQQRJLi/JaDdQn4x+kJOHSiELknqNHvawzObcD0fvvRLjvgNETsUrQG5L04yZC5b7M61kP86le/wpo1a9TfF1xwAQBg06ZNmDJlSsTpUHUiiCTG0cCx+7nzkLvZGf5k4qwlQ3BDgIxOHgi4JUHAA0P+ieXzV6O9hATGZIHxEKsPevA1rV69GpzzoC0agQAgTUGfgIvAmYlesE4RebtJDkw1yHUx0cltsDMpKAjSujMT8E7VuUhvZKDpgyQhAkPDZIZ6iD6AnMZwzXn7MWLUyURnhSCIKPBKItplBzplGyQu6Fwat8sObD4xDP0+SPeF+SaSgkj8FCQzpCnoA4gejk2vVkDoAhw0miCIlOHUu2V4pKAUP7tmPTL93oi8XMTOjqH442sz4DhDGoJkg3EOZqERsNqfTJBQ0BfgoLC6BJGCOE5zgDPdUkSJC2iS0pFxipE3y2REhrUPEdIUEARBEN0lQ/DAKXj8wgHN+iYzTOZgFqsMrPYnE1S7CIIgkpi0dmDZ9llYWXMlAN9SxIH2BninNaFtZitaZ7TCndcLATgsaC9maL6qDR0DEpeHpEIxNLTakhzSFBAEQSQxYidH/lY7DrkHonFgJgAgU3DjoTHvAPDZGCw7dBMcZxKTv87+MhaftwlP18xGen1i8pBMpLqmgIQCgiCIFMB1MA2PH58btJ9xIDOBqw9cXwl45ptrkdUIkNFjfN0cJwISCgiCIFKAtHaOtPZE5yIYsZMjvTPRuUgi+pqfgi1btuDaa69FSUkJGGN47bXXdMc556isrERJSQnS09MxZcoUHDx4UHeO2+3Gvffei4KCAmRmZuK6667DiRMnuvUgBEEQBJFolOkDqy3ZiVooaGtrw/jx47Fq1SrT48uXL8eKFSuwatUq7NixA0VFRbjqqqvQ0tKinrNo0SKsW7cOa9euxdatW9Ha2orZs2dDksh1G0EQBJHC9DVDw1mzZmHWrFmmxzjnePrpp/Hwww/jxhtvBACsWbMGhYWFePnll3HXXXehqakJzz33HF588UVMmzYNAPDSSy+htLQU77//PmbMmNGNxyEIgiCIxMFkDialrqFhXJckVldXo66uDtOnT1f3ORwOTJ48Gdu2bQMA7Nq1C16vV3dOSUkJxo4dq55jxO12o7m5WbcRBEEQRNLBEUJTkOjMhSeuQkFdXR0AoLCwULe/sLBQPVZXVwe73Y7c3FzLc4wsW7YMLpdL3UpLS+OZbYIgCIKIDyk+fdAjzosY0zux4JwH7TMS6pyHHnoITU1N6nb8+PG45ZUgCIIg4gWTeMgt2YmrUFBUVAQAQSP++vp6VXtQVFQEj8eDhoYGy3OMOBwO5OTk6DaCIAiCSDpIUxCgvLwcRUVF2LBhg7rP4/Fg8+bNuPjiiwEAFRUVsNlsunNqa2tx4MAB9RyCIAgiDjBAtgNcTHRG+hApLhREvfqgtbUVhw8fVn9XV1dj7969yMvLQ1lZGRYtWoSlS5dixIgRGDFiBJYuXYqMjAzMnz8fAOByuXDHHXdg8eLFyM/PR15eHu6//36MGzdOXY1AEARBdJ+O/gwXXb8PG/eMRv5Okgx6BYnD0qIwBaYPohYKdu7cialTp6q/77vvPgDAggULsHr1ajzwwAPo6OjAPffcg4aGBkycOBHvvfcesrOz1WueeuoppKWlYc6cOejo6MCVV16J1atXQxSp0mqR7UDbQIALPlemnAGimyHzZGpYscp2oG2QL9+hSOtgyDgV4oEEoLUUENwMGXUp8OAEkUDcuQzuPN930pUloaYtF4KbYt/1FoxzMAuNgNX+ZIJxngK5NNDc3AyXy4Xz/v1xiHZnorPTY3T2Z5g//wO40tohcwE21oWtjSPwxZpzwboSnbvwdBQy3Plv65EheCAaAolLmpmr9fXjcOLFodbCtZNh8u2fYu/pQWh9pbgns0wQKc+Zyzx4cOI/IULGB2fOxaE1o8D6uF84ydOJfS88jKamph6zSVP6pWnDFiFNdJie0yW58f7XT/doProLxT5IAk5XSGCZXcjd5kDbQICd2wrOgQynBzahC17/hKAAAWXpZ7D7qhZw//CbMY6ORifyt9t6RHsgORlaL2mHzd6l3jMSMZIxICvdDREcMmeQ4X8G5vutpg8Bw7K+xaEZAwzXB26Sliah2N4E5APvzcrSHdPCNenycOoJ9bzwz6HND2Nc3SdJAuxbs2FrjU/BS+kMHZe3wFObibx9FIaWsMabxeC5tAWiGBxh58LCWtj9owbB4lshepAUj31AQkGc4GmALPo7aplD8BpOEADJZt7QDxnxDUa66rF97wVwF3tx3+gtkMAgc0H9CwBeAAPszfiPc7dC9EsAApOx+cxIVO09B4ghApcxr7Id4Jqlod5sYP6YHRhg8zmMUvIUDlEjoXh5mppXiUN9HsAXG77UeQZ3jf5I90y+NPQP5Epvx6jRtSEbOkXgkCDo7qNNV3kO5f6RPIfAZIiQITAOJ/MAAJqkTDyz/xoI3gjKwxN+ykdyADeP3IvX0s4D9iXnKIJIHFwE5DRfXfNmA/NG7kK26ItElCV2qoIAkWhCGRSSUNBnaLysE1eM+AoCk/FRzTBk/DNbd7xpGHD5lH2Q/Z2Q5O+8ZO4b/TuELoyfcwD9bB1ol+2QuKCe6ztfgGiIuymAQ2Qyzs2ug/PfAj276O80BXAIjPs6NENHKoAjTZDwQc1ION5yAQC6MhiGz/kKA5yt8MoiZM4gMI4MwYN22a7m1wptp2uUiQBANPlQtJ2yF/5OWNGMaNLTChnaf5XrjYJGuLzq8qA5z1jGaj64Lw8Ck+FlIkTIsLEuXH39drhlW1B+tYLLd+4s7P/7aNhaQjcI9maO1/96GUSP4SEJAkDDGI4fXPoJJAg42pqPv78yBUKXz+bovGu/wJV5X6jnikyGEMsogeg+kgxwi7KXk/+dpLRQ0DIUEKIxKVDaWWayL1oMaZQVnsGYrJMQwXGyoB++GqYXCnhpJ8ZkndKN/JXOSOn8R2bWAwC8XNR1VLLayQUMMQVwSP5jDtaFUZnfAPA3BupI2y8QgMNmMoqwMQknCvph3zCfUCA5ZYzJqcUAWzO8XNRpKmQu6PJkhpngoi+z4GPajltgsn7kriuDEPc1EwwiFAhkg6ZA5iIEQ6VQn4vJkPzvQIYAgckYkf6NJv+B67Raju/s2fh4yCiI7Zp7Mf3f9FoGWyuH4wwJA4Qe2Qa0lgEZpS0Yn1kDAMgQPDiQVw6hi4EDyEzzaa8kCBAh++p/H5yB6hjA4M3xf0Oa55c7ejETPIRQYLU/iUhpQ8MnPp0MZ1Zkco22sxHBI1KBK52MYNKZKSNXYzpGlb/xeqVzDWgMhKCOSdlvhdLxGjsvZb/Nb1Wk/BWYDBuTTI39zPKr7WSNgksk+bLCmN9Y0jBiJjxFe10kaMvcKHgBCPqt7As1TaEYYIpMxq/fuhH9vuiDrTgRFncuw49uewcFac0QGVe1jF6eptZLiQv+7zlQh2xM6nOGhp5rG3HXyK1q2ydChgQBHa1duG/Ctt4xNBx4N9IEC0ND2Y33Tz5LhoY9hQTmG1UbOjXL8/3naBt1MxShQU2Ti0GNvvZqbYNv1AJo/zd2rKE6WtlgKGecR1c6WKOAoP7W/PUZ+wmQDb6qrFTvVpqMSDQFIY8bfpsJAEZtiO6YRacfq1YgKtTO3Z+OX6Pghf85/HVEmTbRToNY4ZZtvvfDZQw+/xTqyrODzlHMOzqOZiP3IAkNiaJpJJBxTqOpWMsANJ/JRP62njH21VZbSdfpd+nP4QCY9ls2H3CkKlwEGi5xw5np0e3XGh5fVHQcMhfgNrQJHrkXy4EMDROHl4tgflW7DGbaOYhMDurcbJDURl17noLyn3YULyhpC74PMZSq2qoTNX6gQcdDWMwr8/tGrIQBI2Yj1VDz8MYyM81TNxscWV1VYf6hhBrc9KRWwIjIZN39lCkGSTmmPIfmPqqwYIHgFyTARdiYhGuL9wGa1ZYiOJqkdHj993qx80LgYHq3nuNsRHIwMM4heMKf2x26+nvxv4Z/ijyxzcS2R8b60+fhyz2jzGbIAmiqrODh6uidi4Bst67Pkr0bGU9BeFrAoFKLbAMmn1OFcVknIYGpAzSbRg2iDBSV/wHft+Ttzc5YiZJodSzJSWmhwC2nQfYbeVl1xF7NaE21TGfmwoMVujRle0Qqbp1aO8zyOAnWnZai8lcEAp8BkV4QCL4mUPN8GgL9BxKtABBKRR/pc4ZaMWDV+Xen3CLBOJ1ilUdTocJf9rJBG6AVcJS6Z/qeNEJpJ2yq9srJutSVDn/5cDIya3xpZHcCKdGi9CKSk6F8bhWqTvdXjWV7in677FhzaAYuuWkPLsmp0mndZAi4pN/XKLotOKS7sY4Bvnq2buNEdbqoeThww7SPfWmZCP8OoQt5aa3qvbQo0wbKtYD+uwj3DSUjZyq6MOuC/ZB4sAZ4cPppnUAAAJ3+1U3a9sxopO2WzEyfewhJArhFqyYn/zxOSgsFXVyEaHj5QPgPwey4sXEPfX1gzX2k6cfagSmGQ9rGQgbzjVS5APiFBMUYTvbvC86T//7aeW6Tzt5qVG38yPRp6/0OmD6HoajMGsuga8KUWSwNnvadKWWrTS/Sdd1WKxa05aR0+lYrR/T5ktEuObC+fqzqY8FZL8LR0LcEgc7+DO5cwzNbFIHskDHOdQoC4/hsRBRCgUW1ETxA9jHfHH5nAdftEzt9S3c7JFvQdRIXkCG4MTrjVES3FyFDLG1HU1emLzul7RiVXhs4biHsKwKBbmrSYEeg/WZEyChwtGH3SI70egGO08lXl9x5DJ35XPdKCkqacG5GraWtk/K/mbbWylarV6dRaPogcXhlEYKsmYM2OMbREmunHHL0G2bk1l0pXemgtIIBIOjV2VwIqcY2YjXqj1RbYHwmY7nK6lLL0M/eZfI+IumQIy1T06kWwz4zwcQs/XD50tqqhM2X31DRl66srhCxMQkn3blofH0gxA7f/TL6oGbAfV47HrzgnaDRbyiK8xsx7bovdPusvnfF14TZ/k9byrHjL+ejdZQHv7z4LQDA1qYR2Pf8WJ0HUW3nbHUfs45a24ktHLsZGOv7X2AyOnlA2LAhYCRn9UxmWgHtNQLjECGjIusoLpp9GJWfXgfHZnPjt0TSeq4H903coNPoAgEBQFA1coKq5fTKaUHnAzCdQlbKydubSwFJKEg82o/c+MErlcJqZBpOWAglaES7PxxmeTcTDGQuavYHBAJ1ZOq/3qqTMjVsDLMCIpQ2QHssnNBgRUDoiZ5wnbZVJ9DddI0YhQPVHkWryQHTLbUEkwEuYNXnl8FzPBP9PMnfaISjZSjgHNNoekx5OqPHSeX39wtPoV0OdF7hVglZrfJREI2CFTPXWskQUepswPaZjajI/1btdMrSz2DXrEZwzsAYR1l6AzplvbbArI5HYvhsZf+jfgcm05yBa/0PYbHETeYscD1Pw0XDqnEgpyjoPKV0m7/LRP7HwVqQeNIyFLCd65tiUfrG8QXfqcbiWiT/kmj9vsDoP9KRv1JOvenZkUsSuMX0Aafpg57F55gn8g7BrNNROodQnZeVYBDv+TpteupUAWfqb10edY1BwDJep8qOMV5qJMJAuPKIVjOjnB9JZ60QyYceiXYglnRDYZwu0E33AIHpHc1vz4lM5BwRIMfTqEwGRHf8GsNwBnEKnhI3HjhnU9B+rarbbPSsdAxGQ7FQ6IQCw7JjwGc0rF05ZNZZKz4nctPa8B8jt0LmguqFsyCtFXeO2KY7XzkG6Jed6p/VPO9BQooJes1g6PpoNQjS/i9DxOW5X+Hy3K9MrxUh4/Xc81Hz2VBY3or761K47DOf8afZ43uKPfjJOf8KWqZrtuJJfYYotJlJA+eATJqClEDnXMYgpdsghbZSZyYdIbPu/LojRJg1AsH31s6nBTq7WAUBLaE0AWa/Y5maCdc5R9oxR9OBW90z3qMI06WWJk6ZJPg6QJHJuPbynei4xAaRcVN7g1jyuePbMrj/X2Hc7BObRgDXX7Hd9Ji2DuSmtYcUIK1V+z71sPq8mmNWI28xxAJ840g8lJAhcTGiDtuYltV1Zr5QtPY+xmuCnXiZf9/hjJLDfYtGGxrAJzRMyf8KNbd9Z3ndd+4s7H9ldNg4H95shjE3f4E8e3tQ590vrd2Ql8DSb7MOP9S+UBi/v+6uPooaSYKlYwgrA8Qkok8JBQqWVvthViCYLwmUzDUQJgJDqKmIaDGOIrpria9NM5L9PSEIALFNBcTr3t3Fqv6Y2Z4Y/UsMdDToPFDqrte5e478OdpyHdg0aoAau7q7so9Y1oYR6d8EabHMiERrZNbRWzkFM3bwVkJCKP8j4YhEM2F2b+WOZrE1gtLXaousjHr9+7XpWU1RhDtHS6i6kyG4dcaORoPFM7YsbBtxDsT20PeQMiWMzq6FS+wIW546h3L+peMCuCoEmO2LhF4XAoxwDktJnDQFyYmVPwMj2sZcMJH8ApXX/D6CWQUw0TiYf/CRNlDW8/mREA9hwox4j8qjva43hAAgckFAe56Zx0nAWrWs7SSsDMvMqMg+ioqrj+r2dfd9SxCC5uTDEWkMCi1WZWE0QIs0DdNRe4j0rQj5LBZaOq2tiSpAgAVifSj7jM8URvAxt6GIrN6HqgfBQo+AbLETi69Yb3mOGZbaEgPa5/EZFPrzyAUITIIMBtHwO+h5Ei0IaOCyDG5RP3kKuDnuk0KBGWbLxsJJp+E87llrHgwaBM1KfdUw0uTW3WnQrQSG3ug8o+3QezvcazRLEcMJj5G6ejY27FadYDQj33gIeKEs3pOBSF2Um10HhBYqFAt3BTNPpVpi7Yi6o82wyouSZnffV6jOPhpBKshIMFKhLBIDTRPNgdZJXcKRZNNl4QBSIvZBkpRibPgs8SPbIkHyz20ZN8v7G1Wc4KabEZHJlptiPGm2iZBNN/X+Ftdpj8WLUPk0u3806SaCSOpIpAJBqHcfKUIYV9wKEgR1iwdmmgizuhYJSiCteCOCR7SFu9aIscwttRVh2gXT+8YgCEhglpsRpay7u8WSP7M8aPOqBFcz3ieStlbbxmrLsDvfVo/DeSAoUtDWM/k+evQo7rjjDpSXlyM9PR3Dhg3DkiVL4PFE7+rzrNQUmDWQ0ao89QY5omVnFW75X7SYpaN8LFZ5MNM06NPU/AhhHBkp8bCLsLKajmbUHopQ69StCGftbWy0zNwfA6FtCJR0JC5AZrJqMS8bNAha1XF3RpaxdMpGr3mxYOy4ojHiC5dWJOnFok1QMFsbrw+LrV9x0J0gYVpPo5GGJddeFwnh1PjRlm+ko37Ta7Urm2LR+Gg0ApHaGkQzMIwHXJLALZaTWi1V7C5ffvklZFnGH//4RwwfPhwHDhzAnXfeiba2Nvz2t7+NKq2zSiiIp6rTuEQumg4jXgKCMd1IiMTLYrQjPjODyXBE8xFarW7oCa1BJEsfwwWjUtOyeOdmGqSg5YiAz/GU6r9AOTdYSFDCNXenY01lYnnuWKcZgPCdXDQhus0cW5n5Vgi3hDEW4c6YdqhYJ0a0SzlNj4eYTgk1sPGl3b0O2kowsJpC6G3tI5c5uMU9eyoo8cyZMzFz5kz199ChQ3Ho0CH84Q9/6NtCQU9gJRwomFW4pJnb0tCtD8NiHiycbwct4ZY1mhHunO48UzR+ESKJ6WCmRVCvN9Em6CJ2ahoKMxWpWbArY8hm7T7zfFo5uekpQ9PECzDhBINwzx5qrtwqgqiVO2urNiHcYCJS8d3s/UoGw0erpX+6dLQ2FTHWjd72J5BsgkEXd1u2mV3+OKrNzc26/Q6HAw5HfD1ONjU1IS8vL+rrziqhIB7+9KNJC+jZjisRRNJZR6OR6Um1XSRph3VRbPIs0WhSrITEcCtczJwbGa+TNMcBhA3FDMQ+12oUPMyEDu3+UEQ7Qu+OYNKd1QLR2AuFutbMB4VKFPPg3RlMxCt8eE8t/esJASHk+4thENJd7HY7ioqKsLVufcjzsrKyUFpaqtu3ZMkSVFZWxi0vX3/9NVauXInf/e53UV97VgkFkdBbS9UUuuOwKBH5sCJZBIFoiXQqQEt3BIVQ9ws1KgwZolojDMTivCUSBO6PyeB3ly37je6CnPNEmHYkHX2sfgGC0omhc4+kHGPpyLSurbX30dqfWAkHvTGyjlXw6G7e4qk9Tab2RYvT6UR1dXVY4z7OORjTP4OVlqCyshKPPvpoyPR27NiBCRMmqL9PnTqFmTNn4pZbbsGPf/zjCHMfIGqhYMuWLfjNb36DXbt2oba2FuvWrcMNN9wAAPB6vfjlL3+J9evX48iRI3C5XJg2bRqeeOIJlJSUqGm43W7cf//9+Nvf/oaOjg5ceeWVeOaZZzBo0KCo8qJYXfd2R98T9ERFTwaDwu7cqycEpWifqbvOocwMXH0ubLvvedIKs7TDliUz5CmKoo9WO9Hbo0bTPMRRwxfWgyXM30lvkYjpzER03KG+0d5aWut0OuF0OuOW3sKFCzFv3ryQ5wwZMkT9/9SpU5g6dSomTZqEP/3pTzHdM2qhoK2tDePHj8ePfvQj3HTTTbpj7e3t2L17Nx555BGMHz8eDQ0NWLRoEa677jrs3LlTPW/RokV48803sXbtWuTn52Px4sWYPXs2du3aBVGM/uMxet862+iNCp1o6TtZp1l6YnqoN9f+W9nCGAkXDjwU3bWnTnTdMyOa956MNkSRkIzlbkWy+cvoLQoKClBQUBDRuSdPnsTUqVNRUVGB559/HoIQW5kx3g1zSMaYTlNgxo4dO3DhhRfi2LFjKCsrQ1NTE/r3748XX3wRc+fOBeCTbkpLS7F+/XrMmDEj7H2bm5vhcrlw79br4cjq2cheyUYqfchE6pOswhpBRIO71YuVl76OpqYm5OTkJDo7cefUqVOYPHkyysrK8MILL+gG10VFwdExQ9HjNgVNTU1gjKFfv34AgF27dsHr9WL69OnqOSUlJRg7diy2bdtmKhS43W643W71t9Fysy/R3UaahIqzE+q8CaLv8t577+Hw4cM4fPhw0DR8tOP+HhUKOjs78eCDD2L+/PmqdFZXVwe73Y7c3FzduYWFhairqzNNZ9myZabGFp42b/wzTRAEQZxVKH1FT/kJSDS33XYbbrvttrik1WNCgdfrxbx58yDLMp555pmw55tZZCo89NBDuO+++9TfJ0+exOjRo/HHGaGXfhAEQRCEQktLC1wuV6KzkdT0iFDg9XoxZ84cVFdXY+PGjbo5nKKiIng8HjQ0NOi0BfX19bj44otN0zM6dsjKysLnn3+O0aNH4/jx42flHFFv0tzcjNLSUirLOEBlGR+oHOMHlaVv0NnS0qJbBUeYE3ehQBEIqqqqsGnTJuTn5+uOV1RUwGazYcOGDZgzZw4AoLa2FgcOHMDy5csjuocgCBg4cCAAICcnp89W9HhDZRk/qCzjA5Vj/OjrZUkagsiIWihobW3F4cOH1d/V1dXYu3cv8vLyUFJSgptvvhm7d+/GW2+9BUmSVDuBvLw82O12uFwu3HHHHVi8eDHy8/ORl5eH+++/H+PGjcO0adPi92QEQRAEQURF1ELBzp07MXXqVPW3Mte/YMECVFZW4o033gAAnH/++brrNm3ahClTpgAAnnrqKaSlpWHOnDmq86LVq1fH5KOAIAiCIIj4ELVQMGXKlJAWnJFYdzqdTqxcuRIrV66M9vYqDocDS5YsiXsQib4IlWX8oLKMD1SO8YPKkoiGbjkvIgiCIAji7KFv+o4kCIIgCCIIEgoIgiAIggBAQgFBEARBEH5IKCAIgiAIAgAJBQRBEARB+ElZoeCZZ55BeXk5nE4nKioq8NFHHyU6S0lNZWUlGGO6TRtSk3OOyspKlJSUID09HVOmTMHBgwcTmOPkYcuWLbj22mtRUlICxhhee+013fFIys7tduPee+9FQUEBMjMzcd111+HEiRO9+BSJJ1w53nbbbUF19KKLLtKdQ+XoY9myZfj+97+P7OxsDBgwADfccAMOHTqkO4fqJRELKSkUvPLKK1i0aBEefvhh7NmzB5dddhlmzZqFmpqaRGctqRkzZgxqa2vVbf/+/eqx5cuXY8WKFVi1ahV27NiBoqIiXHXVVWhpaUlgjpODtrY2jB8/HqtWrTI9HknZLVq0COvWrcPatWuxdetWtLa2Yvbs2ZAkqbceI+GEK0cAmDlzpq6Orl+vD3pG5ehj8+bN+OlPf4rt27djw4YN6OrqwvTp09HW1qaeQ/WSiAmeglx44YX87rvv1u0bNWoUf/DBBxOUo+RnyZIlfPz48abHZFnmRUVF/IknnlD3dXZ2cpfLxZ999tleymFqAICvW7dO/R1J2TU2NnKbzcbXrl2rnnPy5EkuCAJ/5513ei3vyYSxHDnnfMGCBfz666+3vIbK0Zr6+noOgG/evJlzTvWSiJ2U0xR4PB7s2rUL06dP1+2fPn06tm3blqBcpQZVVVUoKSlBeXk55s2bhyNHjgDwxa+oq6vTlanD4cDkyZOpTMMQSdnt2rULXq9Xd05JSQnGjh1L5Wvgww8/xIABAzBy5EjceeedqK+vV49ROVrT1NQEwBdjBqB6ScROygkF3333HSRJQmFhoW5/YWGhGnyJCGbixIl44YUX8O677+LPf/4z6urqcPHFF+P06dNquVGZRk8kZVdXVwe73a4LFW48hwBmzZqFv/71r9i4cSN+97vfYceOHbjiiivgdrsBUDlawTnHfffdh0svvRRjx44FQPWSiJ24h07uLRhjut+c86B9RIBZs2ap/48bNw6TJk3CsGHDsGbNGtWYi8o0dmIpOypfPXPnzlX/Hzt2LCZMmIDBgwfj7bffxo033mh5XV8vx4ULF2Lfvn3YunVr0DGql0S0pJymoKCgAKIoBkmy9fX1QVIxYU1mZibGjRuHqqoqdRUClWn0RFJ2RUVF8Hg8aGhosDyHCKa4uBiDBw9GVVUVACpHM+6991688cYb2LRpEwYNGqTup3pJxErKCQV2ux0VFRXYsGGDbv+GDRtw8cUXJyhXqYfb7cYXX3yB4uJilJeXo6ioSFemHo8HmzdvpjINQyRlV1FRAZvNpjuntrYWBw4coPINwenTp3H8+HEUFxcDoHLUwjnHwoUL8eqrr2Ljxo0oLy/XHad6ScRMwkwcu8HatWu5zWbjzz33HP/888/5okWLeGZmJj969Giis5a0LF68mH/44Yf8yJEjfPv27Xz27Nk8OztbLbMnnniCu1wu/uqrr/L9+/fzW2+9lRcXF/Pm5uYE5zzxtLS08D179vA9e/ZwAHzFihV8z549/NixY5zzyMru7rvv5oMGDeLvv/8+3717N7/iiiv4+PHjeVdXV6Ieq9cJVY4tLS188eLFfNu2bby6uppv2rSJT5o0iQ8cOJDK0YSf/OQn3OVy8Q8//JDX1taqW3t7u3oO1UsiFlJSKOCc89///vd88ODB3G638+9973vqUhzCnLlz5/Li4mJus9l4SUkJv/HGG/nBgwfV47Is8yVLlvCioiLucDj45Zdfzvfv35/AHCcPmzZt4gCCtgULFnDOIyu7jo4OvnDhQp6Xl8fT09P57NmzeU1NTQKeJnGEKsf29nY+ffp03r9/f26z2XhZWRlfsGBBUBlROfowK0cA/Pnnn1fPoXpJxALjnPPe1k4QBEEQBJF8pJxNAUEQBEEQPQMJBQRBEARBACChgCAIgiAIPyQUEARBEAQBgIQCgiAIgiD8kFBAEARBEAQAEgoIgiAIgvBDQgFBEARBEABIKCAIgiAIwg8JBQRBEARBACChgCAIgiAIP/8f/fJN9nKbip4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize boundary features (e.g., skin temperature)\n",
    "time_idx = 0\n",
    "\n",
    "timestamp, val_x, val_y = val_dataset[time_idx]\n",
    "\n",
    "plt.imshow(\n",
    "    val_x[int(len(config.PARAMS) * len(config.PRESSURE_LEVELS))],\n",
    "    cmap='viridis', vmin=-2, vmax=2\n",
    ")\n",
    "\n",
    "plt.colorbar(shrink=0.5)\n",
    "plt.title(f'{utils.convert_time(timestamp)}\\nnorm-Skin temperature')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1b1c0e4-cd60-4cec-84f9-cafe5ba33910",
   "metadata": {},
   "source": [
    "Finally, visualizing the observational ORAS5 sea-ice dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f9c3dceb-6603-4c31-8ef7-8844f517ef20",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize boundary features (e.g., sea surface temperature)\n",
    "time_idx = 0\n",
    "\n",
    "timestamp, val_x, val_y = val_dataset[time_idx]\n",
    "\n",
    "plt.imshow(\n",
    "    val_x[-1],\n",
    "    cmap='viridis', vmin=-2, vmax=2\n",
    ")\n",
    "\n",
    "plt.colorbar(shrink=0.5)\n",
    "plt.title(f'{utils.convert_time(timestamp)}\\nnorm-SST')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "746ffd0c-8468-4c36-ae14-4f04fbc2b526",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([73, 121, 240])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# One snapshot of observation has the following shape: (param_era + param_lra + param_oras, lat, lon)\n",
    "val_x.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18206682-7e34-4800-884d-71056ee94cce",
   "metadata": {},
   "source": [
    "### Optional: only if you have downloaded the center's simulation data\n",
    "\n",
    "Now we visualize and check the shape of our benchmark data..\n",
    "\n",
    "`is_ensemble=False`: control forecasts; `is_ensemble=True` : perturbed forecasts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3e2d015d-0719-4cb4-840f-8487d02b3c73",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([44, 15, 60, 121, 240])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_years = test_years = np.arange(2022, 2024)\n",
    "test_dataset = dataset.S2SEvalDataset(s2s_name='ncep', years=test_years, is_ensemble=True)\n",
    "timestamp, test_x, test_y = test_dataset[time_idx]\n",
    "test_y.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69f63bb2-cae7-4862-9993-b45cfe2ddb9e",
   "metadata": {},
   "source": [
    "Notice that we have an additional dimension in the first-axis (ie. size = 44). This indicates the forecasting step, where the first one indicates the present prediction, incremented every 24-hour (1-day) for 44 days ahead. If you set `is_ensemble=True`, the second axis indicates the ensemble number.\n",
    "\n",
    "We can visualize this more clearly in the following figure..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "68357e72-1d9d-4b3c-ba4f-9f838e487011",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize s2s benchmark dataset\n",
    "step_start = 0\n",
    "step_end = test_y.shape[0] - 1\n",
    "\n",
    "## Plot\n",
    "f, ax = plt.subplots(1,2,figsize=(12,6))\n",
    "\n",
    "im0 = ax[0].imshow(test_y[step_start, 0][utils.get_param_level_idx(param, level)],cmap='RdBu_r')\n",
    "ax[0].set_title(f'{utils.convert_time(timestamp)}\\nnorm-{param}@{level}hPa (step={step_start+1})')\n",
    "cbar0 = f.colorbar(im0, ax=ax[0], shrink=0.5)\n",
    "\n",
    "im1 = ax[1].imshow(test_y[step_end, 0][utils.get_param_level_idx(param, level)],cmap='RdBu_r')\n",
    "ax[1].set_title(f'{utils.convert_time(timestamp)}\\nnorm-{param}@{level}hPa (step={step_end+1})')\n",
    "cbar1 = f.colorbar(im1, ax=ax[1], shrink=0.5)\n",
    "\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0450d135-22d0-40a0-8c22-0a7e1b45201a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "bench",
   "language": "python",
   "name": "bench"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
